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z^LIJDjE@DQL_CaL*_}RcRB;Iedm|sQ{(bTHwU6(V?BR$$a3P{f(BT7VR?COoXw2-U\n", + "\n", + "Fig 2 from [1](https://arxiv.org/abs/2107.01060) showing the idea of projected\n", + "least squares process tomography.\n", + "\n", + "The main idea is to first find the least squares estimator for the Choi matrix \n", + "representing the process and then project it to a physical CPTP map. The projection\n", + "method in the paper is the [Hyperplane Intersection Projection](https://github.com/Hannoskaj/Hyperplane_Intersection_Projection) which was refactored into this\n", + "notebook for a simple demonstration.\n", + "\n", + "We will generate the data from a sampling of the true probabilities for various\n", + "input states and measurements on which the quantum channel C is applied.\n", + "\n", + "\"qpt\"\n", + "Fig 4 from [1](https://arxiv.org/abs/2107.01060) direct QPT\n", + "\n", + "The channel is the quantum fourier transform for a $k$ qubit circuit.\n", + "\n", + "\n", + "Note:\n", + "----\n", + "The code is refactored from the repository [Hyperplane Intersection Projection](https://github.com/Hannoskaj/Hyperplane_Intersection_Projection)\n", + "commited by Jonas Kahn for the paper [arXiv:2107.01060](https://arxiv.org/abs/2107.01060).\n", + "\n", + "References\n", + "----------\n", + "\n", + "[1] Surawy-Stepney, T., Kahn, J., Kueng, R., & Guta, M. (2021). Projected Least-Squares Quantum Process Tomography. [arXiv:2107.01060](https://arxiv.org/abs/2107.01060).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# imports\n", + "\n", + "import numpy as np\n", + "\n", + "import scipy as sp\n", + "from scipy import stats\n", + "\n", + "\n", + "from qutip.superop_reps import to_choi\n", + "\n", + "\n", + "from matplotlib import pyplot as plt\n", + "import matplotlib.colors as colors" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The quantum fourier transform gate" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def qft_kraus(k):\n", + " \"\"\"\n", + " Outputs the channel of the quantum Fourier transform for dimension $k$.\n", + "\n", + " Args:\n", + " k (int): The number of qubits.\n", + "\n", + " Returns:\n", + " kraus (np.array): The Kraus operator for the QFT unitary.\n", + " \"\"\"\n", + " mult = np.outer(np.arange(k), np.arange(k))\n", + " kraus = np.array([np.exp(2j * np.pi * mult / k)]) / np.sqrt(k)\n", + " return kraus\n", + "\n", + "\n", + "k = 4\n", + "kraus_true = qft_kraus(2**k)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The Choi matrix from the Kraus operator\n", + "\n", + "We can construct the Choi matrix from the Kraus operators (using QuTiP) or \n", + "by writing the conversion." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Is CPTP: True\n" + ] + }, + { + "data": { + "image/png": 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b9mdtRgaX1in75G/Cc2vWZvSM3ATyCiQO2fUeDIrf9CzhVl3bCQBwAugZuYltNXXYVWdHRl8LIPAxShRD4kb9qaj3YG/TSVg8/WhsAHam12JbvQe4/pV4rxOukpNGPzpmZLv7szZj14AhxQHgZ5sjSO4o4eq5z9HtOAZnF+D8oA3IK8CFgX5YiobQnbIPfnuBxNspxmJ3r0HDbTV1wPWv0NhwCFsfuNFcZ8ep8TQAnUHjzHGzePrRXu/BhTqhaQlcq2s70dhwCNW1nZIfCPcMMQ4AcEHwE5imFQrGBB67AbhKjsLZZdCa6HhA8C216es6bLw4dQYH6yoMTWvkJtwlJ4GcYgWXk7KdC3V2jA1sxo6GQ/DbT6O6thO/HLmJCqGtEI82NgAusRoDBq5jNIeEpvX7m83hETKdIj8up4gZork6QzRNr3UIIptea1NArzQBHTOvNW+QSzuV8bj0Ue0GTsRwXkDuoeZSkRNTZTCyfbjtzokYyWtNeHDJzxlZFRxETNV+oj6H89py77ZqX4Za9ah/fLxpDLT4TVFNZHM3YuXvRkRlI6fMfIeWgfqQf8uocmCPF9iQfUR6c10lJ9Fis6Airw7NgQlUrk/DvcAEdtd70DJQj8aGQwAOwW8vQHtVKzLXp+E3+QfgHDoNVLWiZaAeFXl1QW22DNRjl/hGo7CHc20WbMw+gvNxN7BruB+V69PQkrUZAFCRV4fhATuSixrQB6BZvLu35CicXYeR27Tw7Yq8uqB2ACBD2sIn8VlgAhfzCmDtmIFf4LM/azNaBurx0fFy3AtMYEP2EQDA+ThIews4hI/TLbiYVxCED/2uyKvD3pKjcOUU45cfpGG0pg336uw4Ne5HIwBUumXfPlqfhs8CE8gWY1h5vFzaUBuzj2Dbe+/LY5KxgOraTqTm1eHCAHlPT8LXdRh7vEb/MwVNN2Qfwfk4Y9yso7lwDp02cK90497wCcz3tcAJYI+3Luj7hD8AVK43cJ/sMLy5l5rqsVPgujH7CO4Nn5C8Q8+7zpYjt8kY//1Zmw0vsL0AqGqNiJffXgCf8JcQv2R0HZY8OiZodXf4BDZmH8HdwAQA4GJegRFA0jED59Bp+ObagJq2IFw4v/pKE4HSw6gurMBYXgE2Zh9B3fWv4MopRt+DBT64W2eX+APAveETaEzaDhcg6f31Z38bFp+oJnIkoEm7c9jYYqoGBCH3o2WgHhvOfY57gvlR02Ywr70Arpxi+LoO4wuv0eEd434Ah9BSuT/o+3yANohJ6xZbMhW9E7gnnByVgtFp0gDAxuwjaG0/horeHFwVzG7x9MNa24m+RfCydsxI54cxUerQ6EjDBkFcmlBcUAGGc62sOQ1+gePR2z6cjwvGhQsOi6cfjQBKvqxFdr0HlUyotQumJCFG+APGmBnbJZ24N3wCY3kF+JvLV6OinSmgV4GAjkYF0+I3Bdkb/ArlLidHieo0ILWUby+Q2sK3MLitwe1LUqu4fU3qCVeJuL1BahN3bJDdrNpP3K7i6iRX57g6qKp8av/4VhQPLuC2Ij3H1Uk+FqpNylVNvj0UCAQiOkVeBN8H90Msp++D+zpWu+8jqom8Y8eOIA8gv8J5N1WvHDfoVVtDRZITgTsUwnk3Q0XkLObd5I4u1bvJn4uFd1P11D6td5Nwi8a7aQro1Smgo5vIqZuDgib4FYqheGfUoAFO5IBCPNXJxJ1GoRxIXCCECtAgZgwnhdUgEB4cEk7a82+rASihnDX8OTWAgEt2ziT0fqixUycVH2ur9kpUE9mqvRIUNMEv1XvKhQfvKw9q4Kur6uzhk5zjoK7iqrOQLw6ctqEmJRfAPAiEB4cEwkx+NZCItxfKucrxUekbytlH84O0HZW2PPiE2qBndqRuDkvXqE4/ff39PKwdMyGv/LktYjMbyDxejvNxNzBcZ4e1YwYWT79hHwFw5RQbjobSRIzWtCHzeDmy6z3w2wsAiI36Orthw3bMwG83bBdfaaK85xw6DYunH6M1bbhQZzccCjDsWZfYnKd3/PYCOIdOYyzPaNM5dBp+u9HG+bgbQTj47QXyonvn427gQp0du+s9hnOjNBFjeQUSH19pIqwdMxI3Al9pIi7U2SWOzqHTsg3Chdrx2wswTIEMgLSrM4+XY7SmTeJB40v4U7vn424g87gRGmrx9OPWq69FQ1as2/IOLJ7+kNeugX45hhfq7Miu90haE80IbxoLoiH13ZVTjPNxN5A/t0XiwenJcfPbCzCWV4D8uS1BtKZ26B2iOdGQ2s+f24Lsek8QDr7SRHnRPcKDnEtEa2qH+JZwcw6dljTMn9uCi3kGzWjMCXdOX+rP+bgbhi9I9JmCVjiPUjs0Fq6cYmTXezBcZ5c8GwmimsjJ9+9IhNSLBsHaMYPRmjbsGujHRcbwRHgiLAAMM0anCZ4/t0UytHPoNFw5xfIbdI8Ie4Exv/QissnLiZ8/t0X2w5VTjLG8Auwc6A/CwZVTLC+6t3OgH2N5Bcg8Xi7bVRmZBpqISYw1Jog9WtMmhRmf7NSOK6cYFwXzElFJ0F0QzKISmre7c8AQatSuTHwXA9hd75FjSOPAGZ7jTX0iGlLffaWJ2DnQLxmaAx8Twp2Yn9OaT16ird9egF2ChkQLLtQiAV9siF92DizwqCqoSQAQr9Nk5hNMpS/1Z+dAf9BiQ4KK86g6oX2licg8Xo6LeQsT++vv58MjZNpSPy5bynR2mc6uiMfduG3Mo2ZUBxcfnHD2IP0/3CY7IapOEmJkNSKHCMff5Q4sNViAt6mGJdIm/6zSDg94ob5whuYBE6GCIVSBxgWBKgT5GPJADWLoHVEeY3zaQB/VEbdaA31C2e4vSqBPVBM5mlMy3FDnDiBu2IdCjpDhg8VDA0NF1fCVna8a3HERKiyPS2buCOEOknDhf6ozjbenSmuV+LwfXHBxQUaTINanZJ6lE1PVmpbDicnP7f6YnZhR2ci/eGNtkOOAX+TYcuUUS/s483j5Y/YTsGAv7673YJewncj+IJuZO7jIfuB2krVjRp715XYltaM6iEZr2qQ9Y/H0I/N4uXSAqY4Q7iC5qNiFfnuBdJBw25jbO2Q7Zh4vlziS3cOdXNzpQ44tbhfuHOiXjkDu6CP8qd2xPMNWJCdNtLBcTszdz8CJedF0YhrwIttS5qEJ89AE4crVafPQxFOq1osRXN33IoKrjL4UggdMgi8LwUOq1jEK9KGx4CpxOKEUKjhGFYBPG+jDhfJyB/oEFFyobdVXEGqxikWgT1QT2fRam15r02v9Ympaz21FJiZ50hWZr3hLXZFpgFbaikxM8qKvyNQn1SGpMi+fXMu5IvMVeLlXZBWXF3pFfl4EV9WWpRCc3uHfJYKrrn3VRub3lkJwPsGiJTjdW4zgs4HYEHy5NS3ihWepadE4rDRNi/PoYprWbCCWsdYRJnI4FYyvorFwdvHVV1XB+IRaqgoWaiKrqlGsVDBqQ1XBqD/RqmCqBrRSnV0ct5Xu+1AF1VJ8H1wgvhDOLtO7uTKdXWbOrh9Zzi4z1Y+Z6ocLDa5dcSHDBVgoXFR6cuHEx43Tmgtl3jYXsMRTpAFFoqvquCNaqyo14UaCnfMd0UulJf+tLlQBhcdDTWBqly+GX2VFTvUT1UQ2vZsr37v5JJqWqsKb24ovnqYVVWRXpGJfl5p6HysqlpqZI4tuTY4OyUJcp0ThKipwdTDdIgtcrWUFrqgQFi94RgXheDEtKibGi27RO6dE4bY1hRWyGNkpUYht9rZP9v+RaIuuR+I+4XEw3SKLaVFhrTJHmiyuRrhlVDkeK0bW3jshi5ER7ta4dbIdKgy3trBCFkNTC5+dEkXCqKAYjQUvmkfFyKIt4hapOF+uzSKL39E4EK2peB4vQPaor0UWKaO+qwXpeHG+R6wAWpkjDafG/VgrCsA9YrTmxdWItoQ7jX/8JisuNfWiJN2yaHE+wsM391DyCxXCc3sXCgYSblTE7RErHpiamSOLBxLuXYy+1J/Z2z5ZvJAKFa4trJB4EL0Jf2q3JN0iCwaeGvdjveUnYWkYs7KqO1mIIIXJUXgZP6bFw9EoFI+HsFHYZaTjbnQUUg2TAxbCP+kdej6bheIBCAq7jASEBz/PvLve89hxSR5GSeGGFIrHww1VXAjUkEaLp18egQwVBsmP/lG4IYUyrtvyzuIEY3Dr1deCjnDyi45/0rE6Ov6pHqvk4aPZgoY85PR83A0ZqsqPbxIQbgAeC2sNdz6YcKd+OIdOy/DgUEdS+VFVCmvlobvn424E8ah6/plouEuEzvLwYPWoLd3bqYQgWztmJK3pWaI3P99t8QSHOQOIeIwxuom88adYU1gR8uoa9wetwiQ91xRWSGmca7PIFdg391CuUhlVDhxMtyDXZpESbva2D2sKK3Aw3YI1hRXwzT2U99RSpbQyU6nUXNvCOyR5yxxpsozmQSGx3V5/EA4H0y04mG5BiWhzTWGFxCOjyhEkwQkf39xDWW60vXcCqZk5IcuCkhQn3Gdv+2Q71J8yRxpybUYf2nsn5IpEeFAJWsKf2qVyo6RlfP/H2ajIqj/8M2Zv+0Je8ZusQaswlS+dve2TNCO8aSyIhtR3XlaU8OD05LgdTLc8tjITX5Gmt1bQlnDn5V5PiXKrHAff3EN50b2MKofU1qh8KZUypZLApOmkZubgUlOvpCFpj6SxUBtrFfr65h4+pl2RtknlVYm2xLclYiy4hkU8+0rCqxGI+IycIqFc7U/qFFGdSdwpEmr/j7yZT+sUIVuM748v1SnC7cmndYpwmypap0ioaynVGNWtONVJw+137tUlmpAvJJyzj9uQql8hnBeZcKffnF6haMnb4vY+f1d1lhJu5M+g51T/TDjnLOHN7X2idSi/EfVP9eN8lRW5GqO5/fQjc4qY20/m9tOyS+5AjCR3IPBsJHcgBIMRAZ+V5ObjvRTJHS1dOSNxoaYKFD7ZeORTKFzCaSXquHFac8HFBQePzCKeogkWia5q9CHRWm2Hb5uqfEf0UmnJf6sRbqp2wgUE5yeu2RLfRUoYEbME9c6uw9jjTcdVkQz+wNQZuOwF2CoSmd8TmfR5Eu5rIik7VQb4SEnKriYwp8TfVHGAEsC32CzYcO5znI8zErZ/xBKMV+TV4d7wCViKGtD3wI1dw/3SqeTrOoxLTZHxosoFLgD3pq9gLK8AhaO5uDd8IihheuX6NDQHJTJfSKDfCKBEJDLnuHAgp8nl891ATRualWT9FXl1srIDT4z/0fo0+EQi8w0igf5bP9RGRbupxDcf6w/BZMcQUjODKx8QrQnvz5Sk+dW1ndLJ1VK5H7sCE3D1tQClRiECnsCdJ3XPFMULqPrhpaZe3B0+gex6D65mHwlKgk/J431ny3GpCUHVIlwlJ/EFqzTB+YjwpET23Sn7JL/4ShMlHanSxPCA3ShGMHwCGoxz1c6uw7AKHD+ae4jRmrawvJrRdRhOAGu/NL654dznC5Um2LPEt1S8gVf2uDt9Bdn1HnivT4Un4vPabyTV+En3G7nqulTVmqT2SlOtQwVdxFK1Xkkx9EtVrcPhQ+2ahyZWCMHpHf5dIrgaDaXaT/yeeWhieQ9NEP5chX6RD01w82/FHpowT8ms/FMy0Tq7oonYoz6pNmQoocQnMMeNC0BOa3W8ubCjcVD9BVwwq79jHbEXUHAhIb1YxF5AGUc+FtFE7EU1kc1si2as9Yu0rUi483efNtY6oLTDJ5vKdy9SrHVUzq4fHtzH5OhQyL+lZuZg0DaOxqSjyLVZsGvAcCpNjholMnG2HMlFDWhtPwa3iJ7xp1swludGftknqLvuR2FRA355vhujNW0YtI3D2jEDt9ePyYQhXGvuweDUGVg7ZjB4thzAONbUGZULy5r3wZ20HZM5xWhtPwZLUQMA4Fpzj+FEOlsO5wdt2DHigUtUE6zwpuPC9BW4xLMA4Pb65e/JBAPP6ukr2F3vwdXjn+COcCr1ZNnhOlsOS1EDGpt7MFnbieSiIbS2H8OnSdsBQFaJ9H9px1ieW5TiHILbazjABqfOwNVk4Ob2+lHhTUfm8XL8Jn8GTq8frZ4ebK3cj4+/rEXXuFHZcLBqHMlFQ/AJ/K0dM7AUDcEvnHCfJm3HYNdhbH3bGg1Z8e76WfyTbTzk3y5V1sPt9cN1ttxwZh7/BNveex+DtnG4mgyatbYfQ2PSdlg8/Zis7YTzuEHDW1/a0TV+CK0ADqZb8EW9B+6m0xisGke3Y4Gebq9f4ub0+tHzQRtSa9owOTokad2YdFRWg7R2zOBacw8KixrgFzRMLhpCY3MPUnsncLTsE9yp2SJx6Hb0yN+DU2cAAK+VfY5t771vJAQUPFA9fQUWgU91bSd8pYnodhg0dZ01ohStHUaoqvODclECtkE8Z/ABp2+3w+hP9Ze1sIz7cQ2AO2k7vqhqRebxckzmH5A82urpgaWoAU4xFt2OYzha9gna33sfg2fL4So5iVs//D48EVeCjazalcvhFAm137ganSLLbTKRSfEsTSa+9biSTKZQW3fhTKbAIiZTzFVrlflVIpuq9epSrUN51J9UtZ5Vxo3TWlV5VdWa3n1a1VqdwCtFtTadXStAckfj7FpMcq9mZxd3YoXD50Vzdqnj+KTOrqhsZNubcfgnZntwWFNYYdgaCbnwT9diLK8Al0facEfYkr4qB/aWHDVOljg8+FTYChemryA3rwDXRjyw2gsM+yHLjur8A7hTswXdKcdwZ+qMEYyQUyxsny2wFDUgNTPHOIESt874W1UiulOMIJHBrsNoTNqOHSMeZEydQYU3HUjaDmfXYVxL2YfLWXZszdqMOzWOBVsq5Zj8fUfYUpeaenF5pA19WZuRUeVAo+i30zaOvSVH0dgE3Ok6DJfArXA0FwDgTNoOnwgWuDB9BfN9Lbgj2iBcGkc8uDN1Bt0px3A5yzjptLfpKCwjHuwAcLDuigxe2THiMWyoodPI6DqM5KIG3KnZAlfJUVyyWaR9h6IGvPGT+GjICu9vv5N2ogqzt31oFWPYk2VHX9Zm7BzoN/wDgmaEtzNpO+50HcYe7/vIFPj47QUo8/TjUmU9bg30o2v8kMSD6Nmdckzes4x40N47gVt1djzqa5G0RkIuGh1psAi8G5O2Yy+ASzYL7tQ44BK0IH+BpWgBB34yiU5P9T1wywIAe5uOYlAEoOz1noTF048Dti1ILmpAY8MhFI7myhNIdwCsLazA7vocZGbZsTduHSyjxkmnO12Hg+jrHDqNW9NXcDGvAGXN+wxbO6cYvxRjc8c2Lnl0B8RJMkHnxoZD2DpQj56sbhw4W45rKftw8q93h6VhVBP59stJ6E7ZF/Jv7eJYVmPDIYzlFaBn5Cb2Z20Wz3fCVXJSRsT4ShPhAnD13OcYG6jHzoF+ZPS1AF2HUV1ox9jAZvwGQHfKPhyYOiO+cRIQ9/z2AiCnGFfPfY6WrM1we/1obDiEbkBGBdE7B4Rz68L0FTQ2QfQD2Jq1GT0jN3GN4XNATF5qBwAuj7Rhv2BecmQN19nxaZIRGeQqOYnulH1wdgHW2k40NhwCAPjtp7E/azP+D4EjOUEOTJ2Bi7VHOG7N2ozmOjvmbYcB4dDZ+sCNq3NbsFc8Ww3INpFTLNt1ftAG5BWgsbkH1bWd+P3N76Mha0TY9t77cgxpHLIFrQ9MnQEETRsbDsFvP43ulH24UGjB2ICB+15Bk1+O3ERFvQeDtnFUs+8T/oQbps7gYF2FEbnnWKB1Y8MhVNd2MtoY/OT8oA3XxDi4Sk5id70HFwb6gTCCiYDwuHrucwwKfrk80gbX2XJYazuBhkMAOlEtcHOx46Xt9R7j+O2AIdxd4ggt4eJi7WTXe5A5chO/qe2EE8b82PrAjc/q7OgaTwPxqLVjBj6Bf7UYs1sD/UBegeTZ45vfCI9QNCqYeWjCPDRB9rjq7+D2u3lo4tkfmohZrDUA6FHef5JvmRB70BH9eMeaPpG+96T8o8Xwe4u19by/F7MMIdFCuEFeKjwJsk/b5vOCldLvUP0MdS/SJIslPMvF4LnTyPRam15r02u98r3Wz21FNmF54LmvDM8RYmnaPSuIVd9WzER+EhtqOQiofvNJ2n6RGWulwJPa9NEIuqcRis9coMbSax0IhPZaqyoKqRTmeeTYn0cOPIHX+sd0PJX+Xe7jqUv1Wqvefz4Wz81rHU4KhXN4PMm3lvr3ULBSV8Jo+v0k46I9wXtLpWmoexoed3hFaj/Uc4u1pYW5v1hbT/rck/JWuPGJFqKayOvf3YIdf9cb8m/tvRNwKREpW7M2PxaRZO2YwZ2qRHyatB317/4VzsfdwM7pK3CKKJ5bhRW4mFeAwo6ZoMinT1k0lNVeAMtoMWZv+4yUOiUnUSYixgpFwMm1FCOShqKuqqevyGggiuK5PGKciCK4ExQQYkR5UQTYx9NXgKTt+LQJuDV9BZ8mbUdG12F8yqLHrB0zaHSkAQA+TdqOXJsF+XNbRNofI2rpztQZiQuPXLvU1ItbA/141JeIOwCsHVb0PXDjteNbUFdi4JHMI+RGjbHgEVfXHEbU1P01Czm0lwKRIrtSM3OCIsg+FmlnXCLCCtgi8aaxaE63YCyvAPlzRt/VaCYe2UU0pui/OzCiBLPrRfJ3QWuKsIKIKPtUROn1ZNnl+MtoQXaiCQgd2eUXp9rqj3+OOzUOGe134Gy5gc/IoaCIMplvXESe+UU+9owqh8Rnh0Jf59DpoEhFZ9L2x6LciEetHVb4Sg3aqxGSe70njVNtxy6GpWFUE3nTn6aDop84lNRVILloCNW1nfCLiJSekZtwKRFJjZ5+dAMATmLbe+9jlxgQOs71RVU6MkduAvnBkU88Ggpdh+HqmMG2995Hz/FyWOPWyWNnEFE4zi7ABcjop931HuwV/aAonv1Zm5ERIppLtoOFCDCIXE2ukpPIrvdgkCKsxLOEG0UfOQH0jNzEtpo67KqzG5FrIaLUCMfLI22oqPdgb5MRItjYAOxMr8W2eg9w/avHIuRcHTNBEVe7BvpRKJj3Z5EigKKEq+c+R7fjWFAE2fBAP5KLhmSUHeHtFGOxu9eg4baaOuD6VzKaqbnOjlPjaQA6g8aZ48Yjp+ZFtJ+rY0ZGWFXXdkp+INwzxDgAWCh4kJAbEa+xvAJcGOjHbgCukqMy2o/oSNFm1Kav67DxIos8yxy5CbeIsgvG5aRsZ7jOjosDm7FDRL6pUW7Eo40NRu46Izl+Z1CEpEscn/39zebwCEVjS1m1V6RtoV6hbDXS8/k2DNkH/OQI2VXcVuZbU3w7i3+P7CRua3M7ju6TnaduJXFbidqii9taobasOD5qe6FOZXF8eD/4qSB+SohsI+5LUPFXTz3RMztSN0dlI6e8u11+U71CbYNwWqs05TRUo+/46SROT44b33biuPJx4+Meyd6li/pA70eyq/m36V3qn7qVyPtI7/B+ch4IdyJMHTvVv8THek1icli6RjWRzQwh5jFGM0PIKjjG+GPybtK13N5NuvesvJuhrhc1+R6ndaiJRX1ajkAfdULTuAcC4QN9VPrGMtBnNhA50CcqG/nr336H5Bg4RRqX6BRJDuEUSWZOETpORk6R5BBOkcYQThE6ijhcZw/CJ5RT5JbAI5JTJHmJTpHkp3CKNIZwilC7t6ZrcXGJTpFQEOl46qWmXjQmnYaz6zAqvOmoP/45tr03IY8SunKKJd6WEQ+SWbomf50dp8YPYQeAkjpjHP32Anncj+hJRwCtHdag45/VtZ2S1nRMVB4vHDEcm7emaxfGf+QQ2nsncPTcjeBUPyGOp752/Aa2vTcB/5e1xpFHkTbIUtSARkeaPCZKx2IzhI2czI7Pjta0wTU6JI7PHnuMvt0px9DeO4Hh6SuwjPsBx+NHdYlHy5SjoN0paUY6InFktjFpO16LkOonqon8SsKrSM3MCfm3ydEh7EGOcVwwaTvcIn/UHuRgj9eoNuinROY2C1C5H5aE3KD8VNVf1mK+LxHAOPZ405GaCeQ+cOOLzBxsrdyPPXl1SM3EY/mSLlXWo2T6Cr6o9+Bo2Scygf3Wyv3YarPA+YFxPO1S5X44xfFKp20cnyYdRSpLZJ77wC1/fyHwpDxY3Y5jcGbZsT+rFwdEDjC/SGSemleH4To7NmYfwd3pKwCAi3kFGKxywKLkocp94AYELi02C77IzEHuAzectnHgbDmaCysey2PW98CNrTYL9njTcetLOz5an4bRmjakZhrOnUZxvJKE5+/+5dNoyIrrgXiZcF6FsuZ9yK3cD+cHbRg8W45uh5HPag9y0GKzoPrLWiOBuzh3m5pXB1epQUNL0RD6HriRP7cF/utfYTKnGLkCj5amBXrmPnBjjzf9sfxmPDfW8PQVbMw+gvb33kdqJrC1cj/8A/1oTNqOVCGUL+YVYDIhF63tx7Cnd0Li0NK0X/7eIxLUt7bvQ3Vtp5Hz7Mta7K43JpR/+opI9P8+9niBq8c/wd3pK0byeOCxXGJr64x3W5r2IzWvLpi+TfsxmZCLT5OOyh2aEtqhOVuOUW+65NF8wbdjeW6ZG40KPTg/MByz//DDhrA0jGoip8x8F5RRn0NGlQN7vMCG7CMySZqr5CRaRKWJ5sAEKpUqCcbZXSOxXHtVKzJZpQmIShO8GgFgZObfJSoO0DnRXJsFG0Wlg53D/UEVIChrv6WoAX0AmsW7VGkgt+nxKgTUDgBZuQA4KSsQWDtm4Bf4UEWLj46X415QpQlIDyhwCB+LShNqdQXCcW/JUUMj+cCYpPfq7Dg17kcjAFS6Zd8+Uqp1VB4vl17NjYIBbe+mREPWiFBd24lUpfKBr+sw9ngRVPnCGH9j3KyjuXAOnTZwr3Tj3vAJzPe1wAlgjze4ogWvulEpBNRkh5Gw8VJTPXYKXDdmH5ECmsavcn0aXGfLkdtkjD9Vi6DKJZGAKo10p+wLqlJRuT4N91ilibvDJwwBHZiQlSYMQWOUkfXNtQE1bUG4cH71lSYCpYdRXViBsbwCbMw+slBp4sECH9wVlVhGxbd4ZQ+i99ef/W14hEwb2bSRX1Qb+UU8DBPJRl7OwzCL2chRTWQzRNMM0VzpAjqaEE1VUEUjoJ91iGZUE/lpqvaFkj5cstEgEREjufTVvVnO/JzBedt875hvK4XamuBtqsxLE0ydwJwoofZB+STkbdFvdQXjK1OoVY/e5dtCNOEiVe2LdvuJC4hw24oqM66mbUUuRJdzW1E9zhjttmLMYq3JHt453I/kogYjKsbTD1TuR8tAPTae+xz3hF1JFef2igqEvi6jSp9agZADtz3IHqZqhxW9E7grnB1qNT16vrX9GCp6c3BV2JEWTz+stZ3oWwQva8eMjPTZKKodNjrSDJuNVQfkPgAAInF+mqyyePS2D+fjgnHhNjlVbTwoHC+VSmVKYME/wCsfNgcmRDhiJ+4On8DFvAL8zeWrUdFuKb6PjT9S30flIr6ParHz8rS+D+Lb3U/o+4hqIkcqv1nWnAZU7g8q80mOkpaBetwdPoENgvkJcacoOWntmEHfg/rHSk6GYnhyDFxk5S1TM3OkJ/eCKIO57b06SbidwyJxXlWrZPbC0Vw0NhxCRe+CFz5U+c1GRxqqaztRDcgSn357Ae4y72ZFXh2uCocIeTd5eVAngDWFJySj07c5QxcKB9EGij9XSpFS36jEJznOeBlbKg+asmNbNGSNCIsJ6A0xFNAbIgjoj0II6A0xEtAbmIDeEEZA3wtMQMfzEdCGNzuygF4x55FXOsTyfOpKSx7wNKfOIp1iWi4I187TjPuy50QznSKm19pM4fTip3BazGsd3Yp89w941NcS8ipJtyB+kxWTo0NYW1iBXJsFvrmHeNTXgvhNVmRUOeD2+lHmSMOpcT+sceuQmpmDtYUVuNTUi1Pjfri9frT3TsA39xDxm6x41NeCU+N+POprgTVunbyXUeVA/CYrUjNz4Jt7CGvcOkyODuFRXwvKHGlwexfeOTXuR0aVA+29E7DGrUNGlQOnxv3wzT1Ers0ShMOpcT9OjfvRJdp81Nci8bjU1GvsH8atQ3vvhMTHGrcOj/paJG6To0OYHB2CNW4dfHMPJY4ZVQ7ZBuFC7VB/2nsn4PYafShzpGFtYQVSM3MkHvGbrHB7/RJ/ajfXZsHawgpMjg4hfpM16gT12rqXEL/JGvKave2TY0jjQLQmmhHeNBZEQ+p7mSMNuTYLStItEg8ag3mBP+F2atzggZJ0C+YZrSdHh1DmSJPvWOPWSdxpHKxx63Aw3YJLTb1BOFjj1smL7hEeqZk5cHv9mBe0JnzmBd8SbhlVDmRUOTDf14KD6RaJo9u7gM+8Ql9r3DqUpFuQa7MY0YeCT4nWnEeJb7vEWJQ50nCpqRe+uYeSZ394cD8sDWOmWl/MKzA2yEsTsbveg/y5LXJz2zl02qgc6OmXIYyunGJkHi/H7noPdg70AzDsiQt1RogmD5ek5+kebcbLMLmcYlkJwC+Pgi2EWVo7ZnChzg5XTjGsIpn4aE0b8udChyVyIDx2DvTD2jEDV04xLtTZJT7UBuHmK000ghJyijFa0yZxpHZVXAhGa9qMc7Si7357gXFU7ni5bMM5dNqwAQX+1G7+3BbsrvfAV5oI59BpPLzxzeIEY5B8/w6cQ6dDXmSzWTtm5DgQrVW8qZ9EQ+q7326E4V7MK5B4qGNAuNH79KwMvChNhN++0K4rp1jiTv1w5RRjLK8AOwf6g3Bw5RTLi+4RHpnHy2W7+XNbgnjUOXRa4mbtmJE0HMsrkDhaPP2yDZW+rpxiXBQhyGRT+0oTJa3pWaI39YPa3TnQj9GaNtnuL95YG5aGUU3kr7+flwipFw0CYIRjno+7EcTwnAA0OERsciDxQSKG9dsNb6KvNDGIiS2efjkgNIlpotFvTvyxvALJ6H670cb5uBtBOPjtBfKie4RHdr1HMtQYY2QiMicK3ecMTcKMcCeGoXvyHK0gKgm60Zo2iQcnNI0FAJyPu4HM40bZT4unH7defS0asmLdlndg8fSHvHYO9MsxpHFQGZ7wprHgjE4T/HzcDcnQFk9/ED05bn57gYy/57SmdugdojnRkNrPn9uC7HpPEA4kXKlNi6df4kGLDdGa2lEFNQkA4nXCkcaccOf0pf6cj7sRtNgQrTmPqhPalVOM7HoPhuvskmcjQVQTmWKtQ13xm6xo753A2sIKqfbM97UgNTNHqiEl6RbM3vYh12aoP6SOcdWL1Jf23gmkZuYg12aoP5eaeuU9Uk0mR4cw39eCS029WCPU0NnbPqkyXWrqlapxRpVDqiq5NkNtc3v9QTjk2izyonuER5kjLUjFJnwuNfUiNTNH4ramsEKaC/N9LY+p2YR7e++EbIf6k1HlwEGhis3e9klVjPAglZPwp3ZJrVxTWIH23gnoD/8cDVnx/R9n0d47EfLqGvfLMaRxIFoTzWZv+yTOqZk5kobU99nbPqmCEh6cnhy3XJvlMdOJ+Gr2tk++Q6ox0bCEqdRljrQgHC419cqL7hEek6NDQSo24UN8SzT1zT2UNCRTkavZhDunL/XH7fVj9rZP8inRmvPo7G2fpD21W+ZIw6O+Fsmz2safhidiLCO7yGg3S8aYJWPUhALcicmjrLjTK5wTk/MPvcO/S+PAnZMch1AOzVhGdoVyyC41skt1BvOxWLbILrMg9soviB3tRA6VqSJcgnoaCx7RFs4DT8zPx0SdKJzWXFjwKC+iIdFCTVAfUPCh/8c6Qf2sggsJjmeVoN7cfgohrc3tJ/PQRDgBHQi8mNtPMZvI4SQ3V4ejldx8InMVO5zk5hNqqZI71ERWJWqsJDdn2lhIbmo3GsltmkzLazKpgmopJhMXiE9qMj031TqWkpuv0uoEi7XkplVaFRjRSG51ZX6Wkns5VWvqk3pYJJR2EUqoLUW1pnf4d2kcuOBdzEZeioBWBVUk1Vo1E+jeYgJaXeieiWptHmM0jzGaJtMqOMa42IqsdoCYQB2QpTi7VEbnDgV1xVuJzi5VUC3F2aUydKgVOfAEK7JpMi2PyUT9eRYmU1SnnyIlaVtbWCEz5FMyuMsjbbhztjy4QoKoCCET4E1fQW5eAa6NPJ6YjFdiaGTVGYAtQUnQ/HHrjL9VJcpkaYNdh2WSv4ypM6jwpgMiER8l0NuatRl3ahwSh1BJ2qgiRV/WZmRUOWS/nbZx7C05isYmyGoWFpFADUBQErkL01cw39eCO6INmbSOJWm7LJIO7m06CsuI57GEdTtEYjuq2EHJ4SjZYbVIHIeihqhDNCMlVZy97UOrUtFi10C/kaSOqn4oieP2eN9HpsDHby+QiQT9A/04NX4oKKki0Zju8aSF86L6CE9uSHhT1ZBLNgvu1DjgErTwT1/BWF4BkosWcAiVVLHvgRu7BvqNo49NR2X1kb3ek8FJ/kQyRwrm4EkfM7Ps2Bu3DsmjxTKBIKevc+i07E9Z8z6ZbJEnmCQe3QEEJTDkFVsOnC3HtZR9OPnXu8PSMGaRXTxE8GJecHgZDYIavUKheDyEjUcz8cguHj0DBEdOUeQYj7BSQ0J5KJ7fXoDRmjbsEmGXkSK7CA8eCkhRVDzSSI0A4pFnYyzckEc28cguNaQRMMJeh0WUmxoGSWPhyinGroF+GW1GYx0N/OKNtUHRT/w6H3dD9ofGgWjNI5J4tBnRkIec0qRRI594NBThroa1El9xvCn6iYfOWjz9Mjw4VDQXj/IiPHjo7q6B/sciAwk3AuJ1NTxYjVKje7vrPdjFQpCdQ6clrUOFLdNYAAiKPPPbC5B8/054Ikajgj1NhpBQ6uGTZgghtSpUhpBQNiupOPxdbh+p9i1vUw2CINt1VmmH2zvUF1XF5Djwdqg/S80Qwp0wpXg2GUK4/almCFHtZTVDCPcXqHiruFGbPNginKpLuNNvTq9QtORtcfOPv6vaxoQbqcr0XKwzhKimCrfjCe9IGUJWlI3MGca0kU0beaXZyKEcf7GykWO2InNG4oPEB0DtNPf+hVqFQkk4vvqqg8lXRi44SEug37Sac6kYbkXmHnj+rro9wScbEYILKupzuBVJZXxVO1EnCxcYnHm/ysrWX8fLUU1kU9Na+ZqWputLz0WwdsOb+qv//f8c8m+zt32PJdTeOdAvDXeyHaprOw07susw9njTpa2xt8lwFm2t3I+dA/3oGvfLZ8kOofRBZI+1905guM6OR30t0n4BWAW90kRZpY+C8en/1cIJUciq9oVziuwcME7L7G0y8kFdauqF22ukozlA5VRZm3K8CiukPWUVDjnCnSoZ0r2PRYJ3qkrpyimWFRsGbeOyUiHZSzSWjQ2HsLVyf1DVvv/w17sxf++7JSe0eDstXa8JUy73YLrlsQT4V899jtb2Y0H94CfQ+JgN2sblvfy5Lai7/pUcN5WehBuVo43fZJV/CzXO3Sn7sLVyPwoTjLRNB6bOiAoS76NMlLcFEFRBlCputvdO4Oq5z+Wz1bWd6HvgxrXmHllRMxQfuXIWyvkSn1IbdFqL6Ev9OR93A4UJCw6ztSLHNd1zlZw0nJ/KPEnNzMFwnd1IUwXgP1vncOmffx+SrlE5u6J1imQ/gVOEGGCpTpHsZ+AUyVacIjuXwSmSrZzLXjanSAh4eOObIEcfv8bygo/V0fFP9VglHwuiIfXdOXRaHudTj2/yI52E+86BfpyPuxFEa2qHnw8m3LkQoWOnoRyX3KFJeJDjkmhN7YQ6/0w0pEmcXe+RY64etaV7dHyTO2PJAcZ5VD3fzY+NEs9GhFjZUssZOKButqu2SqjAAa7y0XdJZVIdCdxmU/+/lMABVZVXbb1YBA6o4/ikgQNP4vuYVdqJFLG3mO+D25Kh4gO46rkSfR+cvkv1fXCV+kl9HzF1dkVD8MBzIHhghRI8EEOCh7pWYojmYs6ucPhwJ1QsTz8FAo87u8hftKJOP5neTfPQBI2FeWjiBT80YVaaWPBuqoRezLvJhczTeje54HhW+8iqmaGuIFztV/eR+eRU8VZxoza5OcI1LE6b5dpH5hOL7yMTDZdjH1kV1LOB6PaRo3J2UYL6UBcZ8veGTxjOrZKTRk1dpYrghuwjMiF5dW2ndJq0DNTjs8CE4bAStWjDJainJPDVtZ3y2bvDJ1CRV4cN2UfwWWAiKAn8R+vTpEPko/VpaBmoh1NUGuA4tAzUy4vuER4WT79s11eaKPGhPhFud4dP4N7wCcNp0nVY4vjR+rSQ1RXonrPrMHyliWgOTBiJ37OPwG8vkB5Ueu8zlgSf2nWVnDSS5ot2vdenoiFrRGhsOCTHkMaBaE002yAqJVKfiIbU9w3ZR+AqOQlrx8xjFS34mHwmcCcnEKf1PVHggN6h54mGRAtyHi0GhEd1bafkF1fJSYkPr1Jyd/gEPlqfJmlIji1n12E0BxbKt6r0pf64Sk7Kvt8dPiFpzXl0Q/YRSXsaM4unH86uw5Jnd0SqsrnabSn+XVqxuMocSp3mavZyHnfjpsOzOu72JKq1qsLH8lQb4c8dlnwVC6Vac79ErE61Ea25+RdKtebahapaq/RdTLXmPLqYah2IpWpt2lLP5xhjIAqCL2ZLRSugw+1GqOo0N5/4bkQ4e1/14HPVU1VbOf/QO4vtRiwmoGO5G8GFEbeVqZ1odyOo3Wh2I56ZjcwJ8LQ2Mg3ISooAWuk2ssr8an9+DDYy3X8WsdbR2shRHWOcfSsV15p7Qv6tQqSnbW0/hq2V++EcuYn9WZtxrbkHk7WdaEw6ChcdaSxNhKvJj/qyT3A+7gZKpq/A2dcCnC1Hc2EFxvLccI0O4VpzDwanzqDbYUQ7TSYY99xJ2zGZU4yj5z7HeVEdoNXTg2sACosaZBE5v70Ag1XjaEw6Cv/0FTQmnYY7abtxZM1mgfODNuwY8UgcBnkEkMPAsyfLLqPUKMLp1nStcVTtbLmMuHJNnYGlqAGt7cZRSDdFKAkcPxWRYINTZ+Bq8mMyYciITnIYOF6yWVD9ZS3m+xIBjMNSNMSiofwYrDIipAbPluNTgf+15h64ZCRdL1rbjaik+7/9Lhqy4ocH9zE5OhTyb6mZORi0GWOYa7PIQIjJUaP/EDRtbT8Gt/B3+NMtGMtzI7/sE9Rd96OwqCEoSs3aMQO31y/pOSiiogbPlgMYx9o6o+BZWfM+SevW9mOiqBkWot/OlksaukSVyApvOi5MX4GLHct0e/3y92SCgaeMUjv+Ce4IfunJssN1ttw4oin4NrnI4GmKrqLicv4v7RjLcxvVRzqGZKQfp6/b60eFiF78Tf4MnIJPt1bux8df1qJr/JDk0eSiIfgE/taOGViKhuQRyE8Fz2592xqWhssaoinPrUYZorlroB+nlhiieUGeW12+EE1+bnW5QjSpPy9aiGZJukUycfX0FexeYogmjdlqDtEkPqU2liNE80KdXS4gkUI0o1KtI6lg3NnCgyhUBxdXW7gNGUrtCKeGqtsAXC3jjhDeNrdxSf0jJ1QkFUzdEye1LKC0wx1SqorI7fhw5oLqKwgo6qjqX6B3uSlDKmJGlKq1eRhm8cMwZAdzk+5ZHYYhvCMdhln1XutQASGRvNbq7xclAmi1eq1VJyYXYEt1YsbCa/08nJjReK2fWUAISW6V+dWVJJLkDjyF5KZJzD2ayy25OSPzgBfVGReN5ObMG0pyq44lVSgtJrlj7cQ0A32enRMzkqYVlY2sadr3AP5lyS+Y8LzgbV3X31jqwyZdVwyEpWtUE3mlg6ZpdgCnAEwCeAigWNf128+zTybEBgRtC3Rdr1vk0VUJMauPvILg73Vdz4UxoX/5vDtjggmxgB/jRCb4CQBomnZM0zSPpmkDmqb9xfPtkglPC5qmXdE0rVv8+0tN0/4vTdP+q6ZpP3vefVtO+DFO5L/VNO0igP8A4J8AbNZ13Q7gCID/9Xl2zISYwE8BHAJQCuBjAEUAXAA+eJ6dWm74MU7kv9d1fSeA/wLg3wGwa5rmAdAGYMNz7JcJsYHf6ro+B8AHYELX9Ufi92vPt1vLC1GFaK4y+N8ANAP4R13XjwKApmkvPdcemRAL0MP8XnKk20qEH+OKDADQdf0GgJcA3BI2shvAh8+5WyaY8ETwo9p+MsGE1Qo/2hXZBBNWE5gT2QQTVgGYE9kEE1YBmBPZBBNWAZgT2QQTVgGYE9kEE1YBmBPZBBNWAZgT2QQTVgH8/5EvWpEvtnZSAAAAAElFTkSuQmCC", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def choi(kraus_ops):\n", + " \"\"\"Takes the rank-r Kraus reprensentation of a channel\n", + " and returns the Choi matrix of the channel.\n", + "\n", + " Args:\n", + " kraus_ops (np.ndarray): The (r, d, d)-array representing r Kraus ops\n", + "\n", + " Returns:\n", + " np.array: A (d^2, d^2) array representing the Choi matrix for the channel\n", + " \"\"\"\n", + " r, d, d = kraus_ops.shape\n", + " vectorized_kraus = kraus_ops.reshape(r, d ** 2)\n", + " return np.einsum(\"ij, il -> jl\", vectorized_kraus, vectorized_kraus.conj())\n", + "\n", + "\n", + "def plot_choi(choi, title=\"\", norm=None):\n", + " \"\"\"Plot the real and imaginary parts of the Choi matrix.\n", + "\n", + " Args:\n", + " choi (np.array): The Choi matrix for the process\n", + " title (str, optional): The title for the plot.\n", + " norm (colors.TwoSlopeNorm, optional): The normalization for the plot.\n", + " \"\"\"\n", + " fig, ax = plt.subplots(1, 2, sharex=True, sharey=True, tight_layout=True)\n", + " cmap = \"RdBu_r\"\n", + "\n", + " if norm is None:\n", + " norm = colors.TwoSlopeNorm(vmin=-np.max(np.abs(choi_true)), vcenter=0, vmax=np.max(np.abs(choi_true)))\n", + " im = ax[0].matshow(choi_true.real, cmap=cmap, norm=norm)\n", + " im2 = ax[1].matshow(choi_true.imag, cmap=cmap, norm=norm)\n", + "\n", + " ax[0].set_xlabel(\"Re\")\n", + " ax[1].set_xlabel(\"Im\")\n", + "\n", + " ax[0].set_xticks([])\n", + " ax[1].set_xticks([])\n", + " ax[0].set_yticks([])\n", + " ax[1].set_yticks([])\n", + "\n", + " plt.suptitle(title)\n", + " plt.show()\n", + "\n", + "\n", + "choi_true = choi(kraus_true)\n", + "choi_qutip = to_choi(Qobj(kraus_true[0]))\n", + "\n", + "# Test our implementation of the Choi matrix conversion using QuTiP\n", + "np.testing.assert_array_almost_equal(choi_qutip.data.toarray(), choi_true)\n", + "print(\"Is CPTP:\", choi_qutip.iscptp)\n", + "\n", + "\n", + "# Plot the Choi matrix\n", + "plot_choi(choi_true, title=\"Choi (true)\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sampling from the probabilities obtained by applying the process" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "def sampling(probabilities, cycles=1):\n", + " \"\"\"Sampling of outcomes according to a Poisson distribution with parameter\n", + " $probabilities \\times cycles$, and normalization.\n", + "\n", + " Args:\n", + " probabilities (np.ndarray): An array of probabilities.\n", + " cycles (int, optional): The number of cycles in the experiment.\n", + "\n", + " Returns:\n", + " samples (np.ndarray): The samples (normalized).\n", + " \"\"\"\n", + " samples = SS.poisson.rvs(probas * cycles)\n", + " samples = samples * (probas.sum() / samples.sum())\n", + " return samples\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "def prod_pauli_vecs(k, U2=None):\n", + " \"\"\"\n", + " Outputs all the k-tensor products of Pauli vectors, as an array where the\n", + " vectors are the lines.\n", + " Works till k=8 included. Needs $12^k$ complex entries.\n", + " U2 allows to add a rotation to the Pauli vectors, so as to avoid very special cases.\n", + " \"\"\"\n", + " s2 = np.sqrt(0.5)\n", + " frame_vecs = np.array(\n", + " ([1, 0], [0, 1], [s2, s2], [s2, -s2], [s2, s2 * 1j], [s2, -s2 * 1j])\n", + " )\n", + " if U2 is not None:\n", + " frame_vecs = np.dot(frame_vecs, U2)\n", + " einstein_indices = (\n", + " \"ai -> ai\",\n", + " \"ai, bj -> abij\",\n", + " \"ai, bj, ck -> abcijk\",\n", + " \"ai, bj, ck, dl -> abcdijkl\",\n", + " \"ai, bj, ck, dl, em -> abcdeijklm\",\n", + " \"ai, bj, ck, dl, em, fn -> abcdefijklmn\",\n", + " \"ai, bj, ck, dl, em, fn, go -> abcdefgijklmno\",\n", + " \"ai, bj, ck, dl, em, fn, go, hp -> abcdefghijklmnop\",\n", + " )\n", + " return np.einsum(einstein_indices[k - 1], *([frame_vecs] * k)).reshape(6 ** k, -1)\n", + "\n", + "\n", + "\n", + "\n", + "def probas_Pauli(k, channel, optimize=\"optimal\"):\n", + " \"\"\"\n", + " Yields the probability of each Pauli measurement result for \n", + " the scenario without ancilla.\n", + " For a given Pauli input state and measurement basis, sums to\n", + " one. Hence total sum is $18^k$.\n", + "\n", + " Input: k is the number of qubits,\n", + " channel are the Kraus operators of the channel.\n", + " Output array $(6^k, 6^k)$. First coordinate input state, second \n", + " coordinate measured output.\n", + " \"\"\"\n", + " res = 0\n", + " Pk = prod_pauli_vecs(k)\n", + " # Looping over kraus instead of doing everything in the einsum to\n", + " # avoid excessive memory usage if the rank is high.\n", + " for kraus in channel:\n", + " a = np.einsum(\"nj, ij, mi -> nm\", Pk, kraus, Pk.conj(), optimize=\"optimal\")\n", + " res += a.real ** 2 + a.imag ** 2\n", + " return res\n", + "\n", + "\n", + "def M_k(k):\n", + " \"\"\"\n", + " Yields least-square estimators components for the input (or the output)\n", + " state.\n", + " Output is $(6^k, 2^k, 2^k)$.\n", + " First coordinate is the index of the state.\n", + " Other coordinates are the corresponding matrix.\n", + " \"\"\"\n", + " P1 = prod_pauli_vecs(1)\n", + " # ALERT\n", + " #\n", + " # Here I do not understand the position of the conj(). I would have thought it is on the other P1.\n", + " # But it is this way that yields the right result.\n", + " M_1 = np.einsum(\"nd, ne -> nde\", 3 * P1, P1.conj()) - np.eye(2)\n", + " Mk = np.copy(M_1)\n", + " for i in range(2, k + 1):\n", + " Mk = np.einsum(\"nde, mfg -> nmdfeg\", Mk, M_1).reshape(6 ** i, 2 ** i, 2 ** i)\n", + " return Mk\n", + "\n", + "\n", + "def Choi_LS_Pauli_from_channel_mem(\n", + " k, channel, cycles=1, optimize=\"optimal\", full_output=1\n", + "):\n", + " \"\"\"\n", + " Version where we try to keep memory in check. Main impact from M_k:\n", + " needs $24^k$ complex128 entries.\n", + " Could be reduced to $16^k$ at the price of many extra calculations.\n", + "\n", + " Yields the least-square estimator of the Choi matrix in a Pauli setting without\n", + " ancilla, when the result of the measurements have frequency freq.\n", + " Input: k is the number of qubits.\n", + " freq is the frequency of each result. Shape $(6^k, 6^k)$. Sums to the \n", + " number of measurement settings $18^k$.\n", + " Output: Matrix $(4^k, 4^k)$. Trace one. Not completely positive, \n", + " nor trace-preserving.\n", + " \"\"\"\n", + " Mk = M_k(k)\n", + " Pk = prod_pauli_vecs(k)\n", + " Choi_est = 0\n", + "\n", + " for i in range(0, 6 ** k, 4 ** k):\n", + " input_config_slice = slice(i, i + 4 ** k)\n", + " for o in range(0, 6 ** k, 4 ** k):\n", + " output_config_slice = slice(o, o + 4 ** k)\n", + " image_input = np.einsum(\"nj, rij -> rni\", Pk[input_config_slice], channel)\n", + " probas = 0\n", + " for pauli_kraus in image_input:\n", + " a = np.einsum(\n", + " \"ni, mi -> nm\",\n", + " pauli_kraus,\n", + " Pk[output_config_slice].conj(),\n", + " optimize=\"optimal\",\n", + " )\n", + " probas += a.real ** 2 + a.imag ** 2\n", + "\n", + " poissonized_samples = stats.poisson.rvs(probas * cycles)\n", + " # Strange order of indices\n", + " Choi_est += np.einsum(\n", + " \"nm, nde, mfg -> fegd\",\n", + " poissonized_samples,\n", + " Mk[input_config_slice],\n", + " Mk[output_config_slice],\n", + " optimize=optimize,\n", + " )\n", + "\n", + " Choi_est = Choi_est.reshape(4 ** k, 4 ** k)\n", + " sample_size = int(Choi_est.trace().real)\n", + " Choi_est /= Choi_est.trace()\n", + " if full_output:\n", + " return Choi_est, sample_size\n", + " else:\n", + " return Choi_est" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "def hyperplane_intersection_projection_switch_with_storage(\n", + " rho,\n", + " true_Choi,\n", + " maxiter=100,\n", + " free_trace=True,\n", + " least_ev_x_dim2_tol=1e-2,\n", + " all_dists=False,\n", + " dist_L2=True,\n", + " with_evs=False,\n", + " save_intermediate=False,\n", + " HIP_to_alt_switch=\"first\",\n", + " alt_to_HIP_switch=\"counter\",\n", + " min_cos=0.99,\n", + " alt_steps=4,\n", + " missing_w=1,\n", + " min_part=0.3,\n", + " HIP_steps=10,\n", + " max_mem_w=30,\n", + " **kwargs,\n", + "):\n", + " \"\"\" Switches between alternate projections and HIP, with the following rules:\n", + " * starts in alternate projections.\n", + " * stays in alternate depending on alt_to_HIP_switch:\n", + " ** if 'counter': uses an iterator (alt_steps) of the iteration number to determine the \n", + " number of consecutive steps before switching. If alt_steps\n", + " is a number, yields this number. If a list cycles on the list.\n", + " ** if 'cos': switching when two\n", + " successive steps are sufficiently colinear, namely if the cosinus of\n", + " the vectors is at least min_cos.\n", + " * stays in HIP depending on HIP_to_alt_switch:\n", + " ** if 'first': stops HIP when the first active hyperplane\n", + " of the sequence gets discarded. (ex: enter at iteration 7, then leaves when \n", + " the hyperplane of iteration 7 is not in w_act anymore).\n", + " ** if 'missing', stops when a total of missing_w (default 1) hyperplanes are \n", + " deemed unnecessary. (ie w_act has lost missing_w member).\n", + " ** if 'part': ends the loop if the length coeff_first * w_first is less than min_part \n", + " times the step size, ie the length of \\sum coeffs_i w_i. This includes the case when\n", + " the first hyperplane is deemed unnecessary, like in 'first'.\n", + " ** if 'counter': uses an iterator (HIP_steps) of the iteration number to determine the \n", + " number of consecutive steps before switching. Iterator in input iter_choice. If \n", + " HIP_steps is a number, yields this number. If a list cycles on the list.\n", + " \"\"\"\n", + "\n", + " # loops = group.loops\n", + " dim2 = len(rho)\n", + " comp_time = 0\n", + " # x_sq, xiwi = -1, 1 # For the first entry in the loop. Yields the impossible -1.\n", + " sel = \"alternate\" # Selector for the step; 'alternate' or 'HIP'.\n", + " if alt_to_HIP_switch == \"cos\":\n", + " w_norm_ancien = np.zeros(\n", + " (dim2, dim2)\n", + " ) # Not normalized to ensure at least two steps are takenp.\n", + " elif alt_to_HIP_switch == \"counter\":\n", + " past_al = 0 # number of steps already made in 'alternate' mode.\n", + " alt_step_gen = step_generator(alt_steps)\n", + " current_alt_step = next(alt_step_gen)\n", + " else:\n", + " raise ValueError('Unknown alt_to_HIP_switch. Must be \"cos\" or \"counter\".')\n", + "\n", + " if HIP_to_alt_switch == \"counter\":\n", + " HIP_step_gen = step_generator(HIP_steps)\n", + " past_HIP = 0\n", + " elif HIP_to_alt_switch == \"part\":\n", + " pass\n", + " elif HIP_to_alt_switch == \"first\":\n", + " pass\n", + " elif HIP_to_alt_switch == \"missing\":\n", + " missed = 0\n", + " else:\n", + " raise ValueError(\n", + " 'Unknown HIP_to_alt_switch. Must be \"first\", \"missing\", \"part\" or \"counter\".'\n", + " )\n", + "\n", + " dims = (dim2, dim2)\n", + "\n", + " active = np.array([])\n", + " nb_actives = 0\n", + " XW = np.zeros((0, 0))\n", + " w_act = np.zeros([0, dim2, dim2])\n", + " target = np.array([])\n", + " coeffs = np.array([])\n", + "\n", + " # rho is on CP, we first project on TP. Outside the loop because we also end on TP.\n", + " rho = proj_TP(rho)\n", + "\n", + " if save_intermediate:\n", + " rhoTP = [np.expand_dims(rho, 0)]\n", + "\n", + " least_ev_list = []\n", + "\n", + " for m in range(maxiter):\n", + " rho_after_CP, least_ev = proj_CP_threshold(rho, free_trace, full_output=True)\n", + "\n", + " if save_intermediate:\n", + " rhoTP.append(np.expand_dims(rho, 0))\n", + " least_ev_list.append(least_ev)\n", + "\n", + " # Breaks here because the (- least_ev) might increase on the next rho\n", + " if (sel == \"alternate\") or (m >= (maxiter - 2)): # Ensures last ones are AP.\n", + " print(\"Alternate projections mode\")\n", + " # On TP and intersection with hyperplane\n", + " if alt_to_HIP_switch == \"cos\":\n", + " w_new = proj_TP(rho_after_CP) - rho\n", + " norm_w = sp.linalg.norm(w_new)\n", + " change = np.vdot(w_new / norm_w, w_norm_ancien).real > min_cos\n", + " w_norm_ancien = w_new / norm_w\n", + "\n", + " # If change with alt_steps, the current projection is transformed into\n", + " # the first HIP step.\n", + " if change:\n", + " active = np.array([m])\n", + " nb_actives = 1\n", + " XW = np.array([[norm_w ** 2]])\n", + " w_act = np.array([w_new])\n", + " coeffs = np.array([sp.linalg.norm(rho - rho_after_CP) ** 2 / norm_w ** 2])\n", + " target = np.array([0.0])\n", + " rho += coeffs[0] * w_new\n", + " else:\n", + " rho += w_new\n", + "\n", + " elif alt_to_HIP_switch == \"counter\":\n", + " rho = proj_TP(rho_after_CP)\n", + " past_al += 1\n", + " change = past_al >= current_alt_step\n", + "\n", + " if change:\n", + " active = np.array([])\n", + " nb_actives = 0\n", + " XW = np.zeros((0, 0))\n", + " w_act = np.zeros([0, dim2, dim2])\n", + " target = np.array([])\n", + " coeffs = np.array([])\n", + "\n", + " if change:\n", + " if HIP_to_alt_switch == \"missing\":\n", + " missed = 0\n", + " elif HIP_to_alt_switch == \"counter\":\n", + " past_HIP = 0\n", + " current_HIP_step = next(HIP_step_gen)\n", + " sel = \"HIP\"\n", + "\n", + " elif sel == \"HIP\": # No other possibility\n", + " print(f\"HIP mode. Active hyperplanes: {1 + nb_actives}\")\n", + "\n", + " sq_norm_x_i = sp.linalg.norm(rho - rho_after_CP) ** 2\n", + " w_i = proj_TP(rho_after_CP) - rho\n", + " xiwi = sp.linalg.norm(w_i) ** 2\n", + "\n", + " XW = np.column_stack([XW, np.zeros(nb_actives)])\n", + " XW = np.row_stack([XW, np.zeros(nb_actives + 1)])\n", + " new_xw = np.einsum(\n", + " \"ij, kij -> k\", w_i.conj(), w_act\n", + " ).real # Notice that the scalar product are all real\n", + " # since the matrices are self-adjoint.\n", + " XW[-1, :-1] = new_xw\n", + " XW[:-1, -1] = new_xw\n", + " XW[-1, -1] = xiwi\n", + " target = np.r_[target, sq_norm_x_i]\n", + "\n", + " active = np.concatenate((active, [m]))\n", + " w_act = np.concatenate([w_act, [w_i]])\n", + "\n", + " subset, coeffs = step2(XW, target)\n", + "\n", + " if HIP_to_alt_switch == \"missing\":\n", + " missed += len(active) - len(\n", + " subset\n", + " ) # Don't move this after the update to active !!!\n", + "\n", + " XW = XW[np.ix_(subset, subset)]\n", + " active = active[subset]\n", + " nb_actives = len(active)\n", + " w_act = w_act[subset]\n", + " target = np.zeros((nb_actives,))\n", + " rho += np.einsum(\"k, kij -> ij\", coeffs, w_act)\n", + "\n", + " if HIP_to_alt_switch in [\"first\", \"part\"]:\n", + " if (\n", + " subset[0] != 0\n", + " ) or nb_actives > max_mem_w: # max_mem_w limits memory usage\n", + " change = True\n", + " elif HIP_to_alt_switch == \"part\":\n", + " step_size = np.sqrt(np.einsum(\"i, ij, j\", coeffs, XW, coeffs))\n", + " w_first_contrib = coeffs[0] * np.sqrt(XW[0, 0])\n", + " change = min_part * step_size >= w_first_contrib\n", + " else:\n", + " change = False\n", + " elif HIP_to_alt_switch in [\"counter\", \"missing\"]:\n", + "\n", + " # Limits memory usage\n", + " if nb_actives > max_mem_w:\n", + " nb_actives -= 1\n", + " active = active[1:]\n", + " w_act = w_act[1:]\n", + " target = target[1:]\n", + " XW = XW[1:, 1:]\n", + " if HIP_to_alt_switch == \"missing\":\n", + " missed += 1\n", + " # End max_mem_w case\n", + "\n", + " if HIP_to_alt_switch == \"missing\":\n", + " change = missed >= missing_w\n", + " elif HIP_to_alt_switch == \"counter\":\n", + " past_HIP += 1\n", + " change = past_HIP >= current_HIP_step\n", + "\n", + " if change:\n", + " if alt_to_HIP_switch == \"cos\":\n", + " w_norm_ancien = np.zeros(\n", + " (dim2, dim2)\n", + " ) # Ensures two alternate steps. Also possible to\n", + " # use w_norm_ancien = w_i / sqrt(xiwi)\n", + " elif alt_to_HIP_switch == \"counter\":\n", + " past_al = 0\n", + " current_alt_step = next(alt_step_gen)\n", + " sel = \"alternate\"\n", + "\n", + " else:\n", + " raise ValueError('How did I get there? Typo on \"HIP\" or \"alternate\"?')\n", + "\n", + " return rhoTP, least_ev_list, m\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "k = 4 # num qubits\n", + "num_samples = 1e8\n", + "\n", + "\n", + "kraus_true = QFTKraus(2**k)\n", + "depo_rtol=1e-16\n", + "depo_tol=1e-16\n", + "cycles = num_samples / 18**5\n", + "true_Choi = Choi(kraus_true)\n", + "group = None\n", + "\n", + "options_proj={\n", + " \"maxiter\": 300,\n", + " \"HIP_to_alt_switch\": \"first\",\n", + " \"missing_w\": 3,\n", + " \"min_part\": 0.1,\n", + " \"HIP_steps\": 10,\n", + " \"alt_steps\": 4,\n", + " \"alt_to_HIP_switch\": \"cos\",\n", + " \"min_cos\": 0.99,\n", + " \"max_mem_w\": 30,\n", + " \"genarg_alt\": (1, 3, 20),\n", + " \"genarg_HIP\": (5,),\n", + " }\n", + "all_dists=False\n", + "first_CP_threshold_least_ev=True,\n", + "all_dists=False,\n", + "dist_L2=True,\n", + "with_evs=False,\n", + "keep_key_channels=False,\n", + "keep_main_eigenvectors=0,\n", + "save_intermediate=True\n", + "\n", + "proj = \"HIPswitch\"\n", + "\n", + "\n", + "Mk = M_k(k)\n", + "Pk = prod_pauli_vecs(k)\n", + "\n", + "\n", + "def Choi_LS_Pauli(k, Choi_est, input_config_slice, output_config_slice,\n", + " channel,\n", + " cycles = 1,\n", + " optimize='optimal', full_output=False):\n", + " \"\"\"[summary]\n", + "\n", + " Args:\n", + " k ([type]): [description]\n", + " freq ([type]): [description]\n", + " input_indices ([type]): [description]\n", + " output_indices ([type]): [description]\n", + " \"\"\"\n", + " image_input = np.einsum(\"nj, rij -> rni\", Pk[input_config_slice], channel)\n", + " probas = 0.\n", + " for pauli_kraus in image_input:\n", + " a = np.einsum(\n", + " \"ni, mi -> nm\",\n", + " pauli_kraus,\n", + " Pk[output_config_slice].conj(),\n", + " optimize=\"optimal\",\n", + " )\n", + " probas += a.real ** 2 + a.imag ** 2\n", + "\n", + " poissonized_samples = sp.stats.poisson.rvs(probas * cycles)\n", + " # Strange order of indices\n", + " Choi_est += np.einsum(\n", + " \"nm, nde, mfg -> fegd\",\n", + " poissonized_samples,\n", + " Mk[input_config_slice],\n", + " Mk[output_config_slice],\n", + " optimize=optimize,\n", + " )\n", + " return Choi_est\n", + "\n", + "\n", + "Choi_est = 0." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# randomly select some data and repeat the LS estimation to get a value for Choi\n", + "# batch_size = 512\n", + "Choi_est = 0.\n", + "\n", + "for i in range(0, 6 ** k, 4 ** k):\n", + " input_config_slice = slice(i, i + 4 ** k)\n", + " # input_config_slice = np.random.randint(0, 6**k, batch_size)\n", + " for o in range(0, 6 ** k, 4 ** k):\n", + " output_config_slice = slice(o, o + 4 ** k)\n", + " # output_config_slice = np.random.randint(0, 6**k, batch_size)\n", + " Choi_est = Choi_LS_Pauli(k, Choi_est, input_config_slice, output_config_slice,\n", + " kraus_true, cycles=num_samples/18**k)\n", + "\n", + "choi_pred = Choi_est.reshape(4 ** k, 4 ** k)\n", + "choi_pred /= choi_pred.trace()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "def ensure_trace(eigvals):\n", + " \"\"\"\n", + " Assumes sum of eigvals is at least one.\n", + "\n", + " Finds the value l so that $\\sum (\\lambda_i - l)_+ = 1$\n", + " and set the eigenvalues $\\lambda_i$ to $(\\lambda_i - l)_+$.\n", + " \"\"\"\n", + " trace = eigvals.sum()\n", + " while trace > 1:\n", + " indices_positifs = eigvals.nonzero()\n", + " l = len(indices_positifs[0]) # Number of (still) nonzero eigenvalues\n", + " eigvals[indices_positifs] += (1 - trace) / l \n", + " eigvals = eigvals.clip(0)\n", + " trace = eigvals.sum() \n", + " return eigvals\n", + "\n", + "\n", + "def proj_CP_threshold(rho, free_trace=True, full_output=False, thres_least_ev=False):\n", + " \"\"\"\n", + " If thres_least_ev=False and free_trace=False, then projects rho on CP\n", + " trace_one operators.\n", + " \n", + " More generally, changes the eigenvalues without changing the eigenvectors:\n", + " * if free_trace=True and thres_least_ev=False, then projects on CP operators,\n", + " with no trace condition.\n", + " * if thres_least_ev=True, free_trace is ignored. Then we bound from below all \n", + " eigenvalues by their original value plus the least eigenvalue (which is negative).\n", + " Then all the lower eigenvalues take the lower bound (or zero if it is negative),\n", + " all the higher eigenvalues are unchanged, and there is one eigenvalue in the middle\n", + " that gets a value between its lower bound and its original value, to ensure the\n", + " trace is one.\n", + " \"\"\"\n", + " eigvals, eigvecs = sp.linalg.eigh(rho) # Assumes hermitian; sorted from lambda_min to lambda_max\n", + " \n", + " least_ev = eigvals[0]\n", + " \n", + " if thres_least_ev:\n", + " threshold = - least_ev # > 0\n", + " evlow = (eigvals - threshold).clip(0)\n", + " toadd = eigvals - evlow\n", + " missing = 1 - evlow.sum()\n", + " if missing < 0: # On this rare event, revert to usual projection\n", + " eigvals = eigvals.clip(0)\n", + " eigvals = ensure_trace(eigvals)\n", + " else:\n", + " inv_cum_toadd = toadd[::-1].cumsum()[::-1]\n", + " last_more_missing = np.where(inv_cum_toadd >= missing)[0][-1]\n", + " eigvals[:last_more_missing] = evlow[:last_more_missing]\n", + " eigvals[last_more_missing] = eigvals[last_more_missing] + missing - inv_cum_toadd[last_more_missing] \n", + " else:\n", + " eigvals = eigvals.clip(0)\n", + " if not free_trace:\n", + " eigvals = ensure_trace(eigvals)\n", + " # \n", + " indices_positifs = eigvals.nonzero()[0] \n", + " rho_hat_TLS = (eigvecs[:,indices_positifs] * eigvals[indices_positifs]) @ eigvecs[:,indices_positifs].T.conj()\n", + " \n", + " if full_output==2:\n", + " return rho_hat_TLS, least_ev, len(indices_positifs)\n", + " elif full_output:\n", + " return rho_hat_TLS, least_ev\n", + " else:\n", + " return rho_hat_TLS\n", + "\n", + "\n", + "def proj_TP(rho):\n", + " \"\"\"\n", + " Projects the Choi matrix rho of a channel on trace-preserving channels.\n", + " \"\"\"\n", + " d = np.sqrt(len(rho)).astype(int)\n", + " partial_mixed = np.eye(d) / d\n", + " \n", + " # np.trace on the axes corresponding to the system\n", + " correction = np.einsum('de, fg -> dfeg',partial_mixed, (partial_mixed - np.trace(rho.reshape(4 * [d]), axis1=0, axis2=2)))\n", + " return rho + correction.reshape(d**2, d**2)\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " \n", + "def step2(XW, target):\n", + " \"\"\"\n", + " Finds a (big) subset of hyperplanes, including the last one, such that\n", + " the projection of the current point on the intersection of the corresponding\n", + " half-spaces is the projection on the intersection of hyperplanes.\n", + "\n", + " Input: XW is the matrix of the scalar products between the different \n", + " non-normalized normal directions projected on the subspace TP, written w_i\n", + " in the main functions.\n", + " target is the intercept of the hyperplanes with respect to the starting point,\n", + " on the scale given by w_i.\n", + "\n", + " Outputs which hyperplanes are kept in subset, and the coefficients on their\n", + " respective w_i in coeffs.\n", + " \"\"\"\n", + " nb_active = XW.shape[0]\n", + " subset = np.array([nb_active - 1])\n", + " coeffs = [target[-1] / XW[-1, -1]] # Always positive\n", + " for i in range(nb_active - 2, -1, -1):\n", + " test = (XW[i, subset].dot(coeffs) < target[i])\n", + " # The condition to project on the intersection of the hyperplanes is that \n", + " # all the coefficients are non-negative. This is equivalent to belonging\n", + " # to the normal cone to the facet.\n", + " if test:\n", + " subset = np.r_[i, subset]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", + " # Adding a new hyperplane might generate negative coefficients.\n", + " # We remove the corresponding hyperplanes, except if it is the last \n", + " # hyperplane, in which case we do not add the hyperplane.\n", + " if coeffs[-1] < 0: \n", + " subset = subset[1:]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", + " elif not np.all(coeffs >= 0):\n", + " subset = subset[np.where(coeffs >= 0)]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset])\n", + " \n", + " return subset, coeffs" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", + "HIP mode. Active hyperplanes: 6\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. 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Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate 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"Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n" + ] + } + ], + "source": [ + "first_CP_threshold_least_ev=True,\n", + "\n", + "rho = choi_pred\n", + "# CP estimator: first projection on CP matrices\n", + "rhoCP, LS_least_ev = proj_CP_threshold(rho, full_output=True, thres_least_ev=first_CP_threshold_least_ev)\n", + "ls_rel = -LS_least_ev * depo_rtol\n", + "least_ev_x_dim2_tol = np.maximum(ls_rel, depo_tol)\n", + "projection_with_storage = (hyperplane_intersection_projection_switch_with_storage)\n", + "rho_list, least_ev_pls, iterations = projection_with_storage(\n", + " rhoCP,\n", + " true_Choi,\n", + " **options_proj,\n", + " least_ev_x_dim2_tol=least_ev_x_dim2_tol,\n", + " all_dists=all_dists,\n", + " with_evs=with_evs,\n", + " dist_L2=dist_L2,\n", + " save_intermediate=save_intermediate,\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'log ($-\\\\lambda_{min}$)')" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3k9gY4dbn13DdX1Z5r91V2cDaHZXhM9YYEHKgkLkiMl1V1/Y1L5zk5uZqfr55ROkPVy9YyYrCcgC2PnA+IsLR//MONU2tFkM9whGR1f5cpfVmuH62iPwc2AJ87aaNx5n1Xo4zG24MEp668XgWLt/Kg//cQFltM1lpCd4z61X1Ld0irxqRzwFFrqqPiMhvcNa2J7rJK4C1eqBhgHHQ4YmNYcooJxrr9r31ZKUlePO2lNYwc1xmT7caEUqvnsnVYY2qvui+1pjABy+HZiYD8HVZXaf0yx9bweptFeEwyRgA5o3f6Ma4YclkpSXwzKptlNZ03rf02y5BGo3Ip9dLaH72lLcAhaq6yt/1xsGLJzaGu+ZM4fYX1nLcfXkAzL/saDaX1PLEh1u548W1/PjcyYxMTwyzpUZv6Ms6+RygAifgwTRgJFAqIjer6g1BsM0II5cdO4Zxw1J46/PdbC2r5bRJWUwcmcoTH27lxdVFTBszhOtOygm3mUYv6IvIh/hGORGRRap6pe9pMmNwMXPcUGaOG+r9nJ2RxMZ7z+Poe95l+14nDJ6q8viyQi47NpsRadazRyJ9eSZvEZE73U0qdwJN7i40/36AjUFJQlws4zKTvSJft7Oa+Ys2MO/lL8JsmdETfRH5lTjr5NOArcC3VLVNVc8LhmFG5DI2M5nt7rn0khoncsviDSW8mL+jm6dYI/z0ReQdLkXicPavW+ydKOXwEakUlNSys7LB26MD3PHS550+G5FBX0T+NHA4TtjiicAzQbHIiHi+c3IOInDjXz/l3S87u4zqOLZqRA59EfkY19f6O6p6H05kUyMKyc5I4vHrZlJR3+zd595BueuAwogc+jK7vlNEfooTPSUX6JdLZhGZg+P1tUxVT3XTbgL+zb3k96r6ty73LMF5RFDgl6q6uD91G4Fj1uQRrJg3m11VDXy4uYzHlhawrbyevXUm8kijLz35dcBG4GhgPc7R0P7gz8fbu6p6InAa8KMe7putqrNM4JFDTIwwZmgyVx0/lnduPR2AchN5xNGb4Aq/orPLJ8Fx7DAd+HlfK1TVCrdc37Sv3bet7Jvg86UdyBORYuAWVd3b9QJ3NHATwNixY/tqljFAEj2xJMfHWk8egfRmuJ4XdCv2cTPwmp/0K1R1r4hcA9yNE+ChE6q6AFgAznnyoFpp+CUzJb6TyGsaHY8zaYl2PDWc9Oao6dL+FCwio3DcLPtSrKp+PcuIyAnA+cAlfmzo6LlfAeb2xx4j+IwblszSTaW8mL+DUw4fzqkPLqZdMWcTYaa/8ckPSF98vIlINvAIcJHrlrlrfrqqVgOnAAWBtNMIHL+8eCrf+7987njpczyxQruNpyKCkB817cHH289xDrz8w/XqmiQiM0TkRve2xSKyHCdqy72httnoHROyUnn/R2fw8g9OJjUhaP2H0UdC/pdQ1Xwcr6u++IuKssZ94c9vlRGZiAgzxw1l7LAUKuorAWhsaWNvXTOjM5LCa1yUYk4jjKCQEh/rff+jF9Zy8vzFVNW37OcOI1iYyI2gEBe771/rrS+cfVM7Kxt6utwIIiZyIyh4/ARm2GUiDwsmciMoxMX6EXmViTwcmMiNoHDtCeO6pe2sMJGHAxO5ERROn5TF1/Mv4LyjRnnTdlU1htGi6MUWM42gcvs5kwB4Z31xp+ipRuiwntwIKpNGpvGn62Zy7pGjKDWHEmHBRG6EhKy0BPMaEyZM5EZIGJ6aQGV9C82t7eE2JeowkRshYXhaPADlddabh5pwHFCZIyIbfIMyiMhcEdnoHk55yM89Z4nIChH5QETGhNZiIxBkpTrRUUuqTeShJhw9uT/3TwC/dt073ekn72fAOcA84K5gGmcEh7HDnEip28xlc8gJuchVtUJV/X2d3yoiy0Rktm+iiCQDDapa4wZXPCokhhoBJWdYCiLwn3//F5PvXhRuc6KKSHkmfxUnMsvlwMNu+KUOMoBqn8++eV5E5CYRyReR/NLS0mDZafSTRE8so4c4R02bWtvNF1wICZrIRWSU+4zt++rqDgoAVa1U1XZVLQU24TiQ6KAKSPf57Ddyi6ouUNVcVc3NysoKWDuMwHFYVor3fUGphdALFUETuaoWu8/Yvq+e/Luluz+TcKKzlPqUUwckiUiqiByP4w7aOAj52TePJNk9Z754Q0mYrYkeIsX9020isgJYAsxX1ZYu7p/uA94DHgTmh9pmIzBMGpnGunvOZWiyh8eWFHDFYx+zcHkhu+10WlCRwRiFMjc3V/Pz88NthtEDpTVN/OOzIl5ds4uvdjvTLceMzeD8qYdw2bHZDHOX24y+ISKr/blKM5EbYaWwtJa3v9jNonXFfLnLEfyZk7O4eEY25x99CPFxkTI3HPmYyI2I58tdVbz9xW6eWbmdqoYW0hLjGJuZzPUn5zBn6qiABGlQVUTE+3MwYSI3DhoaW9pYvrmMJRtLWFFYTmFpHUOSPByamcS6ndWMSk/ke6cfxtayWk4YP4yjRqfzfP4OZozJID4uhvLaZgpKa9lRUc/YzBTW764mPTGO3VWN1DW1sqG4hqNGp3PJjGw+31mFJ1aYNXkEM8cNJdvHo2x1YwuemBiS4v2u2gaUtnYlRhjQF4+J3DgoqWtqZcnGUp7P38GyTcHf/zB+eArpSR6KqxrYU93EiLQELpw+mvLaJkakJ3LB0YeQ4IkhMS6WxRtKuOaEsSR6Yvlt3iYykjxcdfxY4mNjqGlqJT0xjrZ2pbVdiY+NIcb1e9fY0kaiJ5bX1+7i9TW7KK5uYGNxjftFlszQ5HjiY2PIHprE6IwkTps4nEkj0w5ou4ncOOgpLK0lRoTWdmX97mpmTxnBJ1v3UlBay+mTsqisb+Gz7RVMHJHK0dlDKCito7GljZMmDKOuqRVPXAzaDkOSPRRV1LO5pJbK+mbGZibT2qasLNzL5pIaqhpaqKhvpqS6ifQkD9vK6/DExtDQ0kZXuWRnJBEbI2z32a6blZZAqY+DjOT4WCaPSuOQIYls2lPLtvI6Ds1MprC0jkMzk6iqb+HQzGQOGZJIVUMLBaV1pCbEsbOygbZ2JTZGuGXWBG7/xqT99vQmcsPoJx1D6c+Lqigsq6W5tZ2dlY4rq3U7q2htV7JSE0j0xPDsqu2MSk+kuLq7q6vMlHhGpCWQkewhPdHD0dlD+MGsCQDEiHh7+g5qm1r5oqiKF/N3EBcrPHSFvyMf+zCRG0YI+Nf2CqaMSqeuuRVPbAyFpbVMHJlGY0sbaYlxJMT17/m+o0ffHz2J3Hy8GUYAOWbsUADvZF3H54HGhjuQwPeHLUIaxiDHRG4YgxwTuWEMcgblxJuIlALb9nPJcKAsROZYnVZnqOocp6rdzlkPSpEfCBHJD3XMc6vT6gxXnTZcN4xBjoncMAY50SryBVan1RktdUblM7lhRBPR2pMbRtQQdSIXkUdFZLmI/C7I9eSIyB7XS+27btodIvKhiDwrIgP3gOCUOVpEPhORRhGJc9O6tTGQ7e5ap7+2utcFrL0icoKIfOyW92hP5Yegziof78OZbtq17nVvdjglHUCdU92ylovIk+IwoL9nVIlcRI4FUlX1NCBeRI4LcpXvuV5qzxGREcCZqnoq8DlwSYDq2AvMxolM47eNQWh3pzpdvG117Qh0e7cBZ7nljRCRM7qWH4I6jwa+8PE+vNf9IrkZOB14Gvj+AOvcqKonu38rgOMZ4N8zqkQOnIjj9RUgDzgpyPWd6X7b3gbk4nijDWjdqtqoqhU+Sf7aGNB2+6kTOrcVAtxe18V3x/nNFpxIOl3LD3adbcARbjvni3O4eyKO8FsDVGeLz8cmnC/TAf09o03kGeyLxlLlfg4Wu4FJwJnA2Tj/gKGoO8NPPf7SAkmntorItGDV6ZadBVT6KT+odarqehxRnw4MBS4MRp0icpGIrMMJMuLxU36f6ow2kftGY0nH+UcJCqrapKp17jf8m0BBiOr218agtttPW6cGo073GfgPwI09lB/sOlHVveosSb1KkNqpqq+r6lSgCGj1U36f6ow2ka/AGf6A07uu3M+1A0JEfJ1ynQJsAc4IQd3+2hjUdvtpawHwKQFsrzup+AzwY1Ut7qH8oNYpIimyL05fRzs34QQKiQ1Qnb5O56sBZYB/z6gSuap+BjSKyHKgTVU/CWJ1p4nIahH5GNjpRmRdJk5c9hk4PcGAERGPOBFppgPv4AzvOrUx0O32U+ftXduqqiUEtr1XAscBD4nIEmBC1/JDUOc04FMRWQYcCrzkPkP/GVgOXA88PsA6zxORpSKyFGe4Pp8B/j1tM4xhDHKiqic3jGjERG4YgxwTuYGIzBKRe0Xk3wJQzmHu+/NE5ILAWGgMBBO54UuvRC4iPf3fzAIOA1DVf6rqWwGyyxgANvFmICKzgL8BKcC/gP8AxgF34rjt/qWq/lNEVrr5DcC7wDwgFfg98BzOclIVzi6sL4A4VV0oIr/Hme2uBq7F2UjyNFAC5AAXA4luWiPOFtn7g9vq6MFEbnSI/Gxglqqe6vbUi920GGCRqs4WkS3uNUUikqyq9e5a8lJVPUVE7gE+VNU8EZmL8wWxFrhZVW8UkW8D2cDzwCvATOBqHN9ltTjLQX8VEVH7xwwYNlw3/DEcOAKnR34XOMTdp12iqkXuNTPdtfL3gSP3U9YE4DP3fT5wuPt+vaq2AztxtmW+CEwTkWeB8wLYlqjHIqgYvnT0nmU4w+1zVbVNRDyqqiLS7nPtncB3cUS6yU1rAbrGASoAznHf57qffesCEKBFVW8XkXjgI2BRIBpkmMiNzuwQkZeBnwK/Ad4XEQXWA//e5dpXgNeANezbO70EeEBETgC2A6jqpyIy192dVQNcg/8DFReJyA+BZJytpEaAsGdywxjk2DO5YQxyTOSGMcgxkRvGIMdEbhiDHBO5YQxyTOSGMcgxkRvGIMdEbhiDnP8PcmfRbYwn3AoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_choi(true_Choi, title=\"Choi (true)\")\n", + "plt.show()\n", + "\n", + "plot_choi(choi_pred, title=\"Choi (reconstructed)\")\n", + "plt.show()\n", + "\n", + "plt.plot(np.log10(-np.array(least_ev_pls)))\n", + "plt.legend()\n", + "plt.xlabel(\"Iterations\")\n", + "plt.ylabel(r\"log ($-\\lambda_{min}$)\")" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "383c5c00937595a71b70c28deded6c82313774eab0af53a7bbcdcf71bc0a4cad" + }, + "kernelspec": { + "display_name": "Python 3.7.6 64-bit ('base': conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 241f77edd9f3f821da715959d5ee1c6eaada7f78 Mon Sep 17 00:00:00 2001 From: quantshah Date: Thu, 2 Dec 2021 16:48:37 +0100 Subject: [PATCH 2/4] minor updates and cleanups --- examples/tomography-process-tomo-pls.ipynb | 1017 ++++++++++++-------- 1 file changed, 591 insertions(+), 426 deletions(-) diff --git a/examples/tomography-process-tomo-pls.ipynb b/examples/tomography-process-tomo-pls.ipynb index 45ada49..ae89137 100644 --- a/examples/tomography-process-tomo-pls.ipynb +++ b/examples/tomography-process-tomo-pls.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "76287416", "metadata": {}, "source": [ "# Projected Least-Squares Quantum Process Tomography\n", @@ -21,7 +22,7 @@ "\n", "\"qpt\"\n", "\n", - "Fig 2 from [1](https://arxiv.org/abs/2107.01060) showing the idea of projected\n", + "Fig 2 from [[1](https://arxiv.org/abs/2107.01060)] showing the idea of projected\n", "least squares process tomography.\n", "\n", "The main idea is to first find the least squares estimator for the Choi matrix \n", @@ -33,7 +34,8 @@ "input states and measurements on which the quantum channel C is applied.\n", "\n", "\"qpt\"\n", - "Fig 4 from [1](https://arxiv.org/abs/2107.01060) direct QPT\n", + "\n", + "Fig 4 from [[1](https://arxiv.org/abs/2107.01060)] direct QPT\n", "\n", "The channel is the quantum fourier transform for a $k$ qubit circuit.\n", "\n", @@ -51,7 +53,8 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 1, + "id": "926a5eaf", "metadata": {}, "outputs": [], "source": [ @@ -63,7 +66,8 @@ "from scipy import stats\n", "\n", "\n", - "from qutip.superop_reps import to_choi\n", + "from qutip import tensor, Qobj, fidelity\n", + "from qutip.superop_reps import to_choi, kraus_to_choi\n", "\n", "\n", "from matplotlib import pyplot as plt\n", @@ -72,6 +76,7 @@ }, { "cell_type": "markdown", + "id": "f190fa4a", "metadata": {}, "source": [ "## The quantum fourier transform gate" @@ -79,7 +84,8 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 2, + "id": "119745a2", "metadata": {}, "outputs": [], "source": [ @@ -104,6 +110,7 @@ }, { "cell_type": "markdown", + "id": "8c23fc14", "metadata": {}, "source": [ "# The Choi matrix from the Kraus operator\n", @@ -114,24 +121,27 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 3, + "id": "56d445ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Is CPTP: True\n" + "Is CPTP: False\n" ] }, { "data": { - "image/png": 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", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -170,17 +180,12 @@ " ax[0].set_xlabel(\"Re\")\n", " ax[1].set_xlabel(\"Im\")\n", "\n", - " ax[0].set_xticks([])\n", - " ax[1].set_xticks([])\n", - " ax[0].set_yticks([])\n", - " ax[1].set_yticks([])\n", - "\n", " plt.suptitle(title)\n", " plt.show()\n", "\n", "\n", - "choi_true = choi(kraus_true)\n", - "choi_qutip = to_choi(Qobj(kraus_true[0]))\n", + "choi_true = choi(kraus_true)/2**k\n", + "choi_qutip = kraus_to_choi([Qobj(kraus_true[0])])/2**k\n", "\n", "# Test our implementation of the Choi matrix conversion using QuTiP\n", "np.testing.assert_array_almost_equal(choi_qutip.data.toarray(), choi_true)\n", @@ -191,47 +196,37 @@ "plot_choi(choi_true, title=\"Choi (true)\")" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Sampling from the probabilities obtained by applying the process" - ] - }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 4, + "id": "53995149", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1296, 1296)\n" + ] + } + ], "source": [ - "def sampling(probabilities, cycles=1):\n", - " \"\"\"Sampling of outcomes according to a Poisson distribution with parameter\n", - " $probabilities \\times cycles$, and normalization.\n", + "def prod_pauli_vecs(k, U2=None):\n", + " \"\"\"Outputs all the k-tensor products of Pauli vectors, as an array where the\n", + " vectors are the lines.\n", + "\n", + " Note:\n", + " This implementation works till k=8. It needs $12^k$ complex entries.\n", + " U2 allows to add a rotation to the Pauli vectors to avoid very special cases.\n", + "\n", + " TODO: There could be faster and more general way to do this.\n", "\n", " Args:\n", - " probabilities (np.ndarray): An array of probabilities.\n", - " cycles (int, optional): The number of cycles in the experiment.\n", + " k (int): The number of qubits.\n", + " U2 (np.array, optional): A unitary of dimension 2**k. Defaults to None.\n", "\n", " Returns:\n", - " samples (np.ndarray): The samples (normalized).\n", - " \"\"\"\n", - " samples = SS.poisson.rvs(probas * cycles)\n", - " samples = samples * (probas.sum() / samples.sum())\n", - " return samples\n" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [], - "source": [ - "def prod_pauli_vecs(k, U2=None):\n", - " \"\"\"\n", - " Outputs all the k-tensor products of Pauli vectors, as an array where the\n", - " vectors are the lines.\n", - " Works till k=8 included. Needs $12^k$ complex entries.\n", - " U2 allows to add a rotation to the Pauli vectors, so as to avoid very special cases.\n", + " [type]: [description]\n", " \"\"\"\n", " s2 = np.sqrt(0.5)\n", " frame_vecs = np.array(\n", @@ -252,12 +247,10 @@ " return np.einsum(einstein_indices[k - 1], *([frame_vecs] * k)).reshape(6 ** k, -1)\n", "\n", "\n", - "\n", - "\n", - "def probas_Pauli(k, channel, optimize=\"optimal\"):\n", - " \"\"\"\n", - " Yields the probability of each Pauli measurement result for \n", - " the scenario without ancilla.\n", + "def probas_pauli(k, channel, optimize=\"optimal\"):\n", + " \"\"\"Yields the probability of each Pauli measurement result for direct\n", + " measurement method.\n", + " \n", " For a given Pauli input state and measurement basis, sums to\n", " one. Hence total sum is $18^k$.\n", "\n", @@ -265,6 +258,16 @@ " channel are the Kraus operators of the channel.\n", " Output array $(6^k, 6^k)$. First coordinate input state, second \n", " coordinate measured output.\n", + "\n", + " Args:\n", + " k (int): Number of qubits\n", + " channel (np.ndarray): The channel represented by an (r, d, d) dim array\n", + " optimize (str, optional): Einsum optimization strategy.\n", + " Defaults to \"optimal\".\n", + "\n", + " Returns:\n", + " res (np.ndarray): The probabilities for all combinations of Pauli input\n", + " states and measurements as a (6**k, 6**k) matrix.\n", " \"\"\"\n", " res = 0\n", " Pk = prod_pauli_vecs(k)\n", @@ -276,87 +279,442 @@ " return res\n", "\n", "\n", + "probas = probas_pauli(k, kraus_true)\n", + "print(probas.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "18d7e9b1", + "metadata": {}, + "outputs": [], + "source": [ "def M_k(k):\n", - " \"\"\"\n", - " Yields least-square estimators components for the input (or the output)\n", + " \"\"\"Yields least-square estimators components for the input (or the output)\n", " state.\n", - " Output is $(6^k, 2^k, 2^k)$.\n", - " First coordinate is the index of the state.\n", - " Other coordinates are the corresponding matrix.\n", + "\n", + " Args:\n", + " k (int): The number of qubits.\n", + "\n", + " Returns:\n", + " mkmat (np.ndarray) : A (6^k, 2^k, 2^k) matrix. The first index\n", + " represents the index of the input state. The rest\n", + " of the indices represent the corresponding matrix.\n", " \"\"\"\n", " P1 = prod_pauli_vecs(1)\n", - " # ALERT\n", + " # ALERT (original comment by Jonas Kahn)\n", " #\n", - " # Here I do not understand the position of the conj(). I would have thought it is on the other P1.\n", + " # Here I do not understand the position of the conj(). I would have thought\n", + " # it is on the other P1.\n", " # But it is this way that yields the right result.\n", " M_1 = np.einsum(\"nd, ne -> nde\", 3 * P1, P1.conj()) - np.eye(2)\n", - " Mk = np.copy(M_1)\n", + " mkmat = np.copy(M_1)\n", + "\n", " for i in range(2, k + 1):\n", - " Mk = np.einsum(\"nde, mfg -> nmdfeg\", Mk, M_1).reshape(6 ** i, 2 ** i, 2 ** i)\n", - " return Mk\n", + " mkmat = np.einsum(\"nde, mfg -> nmdfeg\", mkmat, M_1)\n", + " mkmat = mkmat.reshape(6 ** i, 2 ** i, 2 ** i)\n", + " return mkmat" + ] + }, + { + "cell_type": "markdown", + "id": "71703440", + "metadata": {}, + "source": [ + "# Generate the data for QPT\n", + "\n", + "There are 4 qubits and we consider state preparations for tensor products of \n", + "(+X, -X, +Y, -Y, +Z, -Z) on each qubit. The total number of such combinations\n", + "are give by 6**k, e.g., (XXYX, -Z-ZYZ, ... ). Therefore in our data, the first\n", + "dimension is of size 6**k (1296).\n", + "Once these states are prepared, we measure the result again in all combinations\n", + "of the tensor products of the basis operators (+X, -X, +Y, -Y, +Z, -Z). Therefore\n", + "we have for each state preparation 6**k different measurements. \n", + "The final data is therefore a 6**k, 6**k matrix for all state preparations and\n", + "measurements. \n", + "\n", + "Once we have all the probabilities for different state preparations and\n", + "measurements, we can simulate a sampling of the expectation values using a\n", + "Poissionian distribution by specifying the number of samples which determines\n", + "the number of cycles." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e3586bef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Num shots for each measurement: 952.5986892242037\n", + "Data shape: (1296, 1296)\n" + ] + } + ], + "source": [ + "def sampling(probabilities, cycles=1):\n", + " \"\"\"Sampling of outcomes according to a Poisson distribution with parameter\n", + " $probabilities \\times cycles$, and normalization.\n", "\n", + " Args:\n", + " probabilities (np.ndarray): An array of probabilities.\n", + " cycles (int, optional): The number of cycles in the experiment.\n", "\n", - "def Choi_LS_Pauli_from_channel_mem(\n", - " k, channel, cycles=1, optimize=\"optimal\", full_output=1\n", - "):\n", + " Returns:\n", + " samples (np.ndarray): The samples (normalized).\n", " \"\"\"\n", - " Version where we try to keep memory in check. Main impact from M_k:\n", - " needs $24^k$ complex128 entries.\n", - " Could be reduced to $16^k$ at the price of many extra calculations.\n", - "\n", - " Yields the least-square estimator of the Choi matrix in a Pauli setting without\n", - " ancilla, when the result of the measurements have frequency freq.\n", - " Input: k is the number of qubits.\n", - " freq is the frequency of each result. Shape $(6^k, 6^k)$. Sums to the \n", - " number of measurement settings $18^k$.\n", - " Output: Matrix $(4^k, 4^k)$. Trace one. Not completely positive, \n", - " nor trace-preserving.\n", + " samples = stats.poisson.rvs(probabilities * cycles)\n", + " samples = samples * (probabilities.sum() / samples.sum())\n", + " return samples\n", + "\n", + "\n", + "num_samples = 1e8\n", + "cycles = num_samples/18**k\n", + "\n", + "data = sampling(probas, cycles)\n", + "print(\"Num shots for each measurement:\", cycles)\n", + "print(\"Data shape: \", data.shape)" + ] + }, + { + "cell_type": "markdown", + "id": "a9f3bb37", + "metadata": {}, + "source": [ + "# Comparing sampled data to the full probabilities\n", + "\n", + "Let us plot a randomly selected input probe and plot the sampled data against\n", + "the true probabilities.\n", + "\n", + "We can also show the error distribution for the data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "526be995", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "idx = np.random.randint(6**k)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n", + "ax[0].plot(data[idx], label=\"Sampled data\")\n", + "ax[0].plot(probas[idx], label=\"Probabilities\")\n", + "\n", + "ax[1].hist(data[idx] - probas[idx], bins = 30)\n", + "ax[0].set_xlabel(\"Measurement index\")\n", + "ax[0].set_ylabel(\"P(measurement) for input {}\".format(idx))\n", + "\n", + "ax[1].set_xlabel(\"Error\")\n", + "ax[1].set_ylabel(\"# data\".format(idx))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5fba9130", + "metadata": {}, + "source": [ + "# Finding the least squares estimate directly (Eq (6)) " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ea634e71", + "metadata": {}, + "outputs": [], + "source": [ + "Mk = M_k(k)\n", + "\n", + "def choi_ls_pauli(est, data, input_config_slice, output_config_slice, optimize='optimal'):\n", + " \"\"\"Least squares estimator for direct QPT with inputs and measurements\n", + " determined by Pauli matrices.\n", + " \n", + " We consider all combinations of the Pauli operators\n", + " (+X, -X, +Y, -Y, +Z, -Z) that can act on each qubit. Since there are k qubits\n", + " the number of input and output configurations are 6**k. \n", + "\n", + " Args:\n", + " est (array): The current estimate of the Choi matrix.\n", + " data (array [float]): The array of data of shape (m, n) for m inputs and n measurements.\n", + " input_indices (array [int]): The indices specifying the Pauli operators that are used to prepare the input probes\n", + " output_indices (array [int]): The indices specifying the Pauli operators that are measured.\n", " \"\"\"\n", - " Mk = M_k(k)\n", - " Pk = prod_pauli_vecs(k)\n", - " Choi_est = 0\n", - "\n", - " for i in range(0, 6 ** k, 4 ** k):\n", - " input_config_slice = slice(i, i + 4 ** k)\n", - " for o in range(0, 6 ** k, 4 ** k):\n", - " output_config_slice = slice(o, o + 4 ** k)\n", - " image_input = np.einsum(\"nj, rij -> rni\", Pk[input_config_slice], channel)\n", - " probas = 0\n", - " for pauli_kraus in image_input:\n", - " a = np.einsum(\n", - " \"ni, mi -> nm\",\n", - " pauli_kraus,\n", - " Pk[output_config_slice].conj(),\n", - " optimize=\"optimal\",\n", - " )\n", - " probas += a.real ** 2 + a.imag ** 2\n", - "\n", - " poissonized_samples = stats.poisson.rvs(probas * cycles)\n", - " # Strange order of indices\n", - " Choi_est += np.einsum(\n", - " \"nm, nde, mfg -> fegd\",\n", - " poissonized_samples,\n", - " Mk[input_config_slice],\n", - " Mk[output_config_slice],\n", - " optimize=optimize,\n", - " )\n", - "\n", - " Choi_est = Choi_est.reshape(4 ** k, 4 ** k)\n", - " sample_size = int(Choi_est.trace().real)\n", - " Choi_est /= Choi_est.trace()\n", - " if full_output:\n", - " return Choi_est, sample_size\n", - " else:\n", - " return Choi_est" + " # Strange order of indices\n", + " est += np.einsum(\n", + " \"nm, nde, mfg -> fegd\",\n", + " data,\n", + " Mk[input_config_slice],\n", + " Mk[output_config_slice],\n", + " optimize=optimize,\n", + " )\n", + " return est" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3406c9cb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Trace of LS estimate: 104976.00000000032\n" + ] + } + ], + "source": [ + "choi_ls_est = 0.\n", + "\n", + "for i in range(0, 6 ** k, 4 ** k):\n", + " input_config_slice = slice(i, i + 4 ** k)\n", + " # It might also be possible to select random subsets of the data\n", + " # input_config_slice = np.random.randint(0, 6**k, batch_size)\n", + " for o in range(0, 6 ** k, 4 ** k):\n", + " output_config_slice = slice(o, o + 4 ** k)\n", + " # It might also be possible to select random subsets of the measurements\n", + " # output_config_slice = np.random.randint(0, 6**k, batch_size)\n", + " choi_ls_est = choi_ls_pauli(choi_ls_est, data[input_config_slice, output_config_slice], input_config_slice, output_config_slice)\n", + "\n", + "\n", + "choi_ls_est = choi_ls_est.reshape(4 ** k, 4 ** k)\n", + "print(\"Trace of LS estimate: \", choi_ls_est.trace().real)\n", + "\n", + "choi_ls_est /= choi_ls_est.trace().real" + ] + }, + { + "cell_type": "markdown", + "id": "0c87fd20", + "metadata": {}, + "source": [ + "# Visualize the predicted Choi matrix from the simple least sq. estimate" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 10, + "id": "85ff6b7f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/shahnawaz/Dropbox/dev/qutip/qutip/qobj.py:519: UserWarning: Multiplying superoperators with different representations\n", + " warnings.warn(msg)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "choi_ls_est_qutip = Qobj(choi_ls_est, dims=choi_qutip.dims, superrep='choi')\n", + "plot_choi(choi_ls_est, title=\"Choi (LS)\\nFidelity {}\\nIs CP {}\".format(fidelity(choi_ls_est_qutip, choi_qutip), choi_ls_est_qutip.iscp))" + ] + }, + { + "cell_type": "markdown", + "id": "ee9015b1", + "metadata": {}, + "source": [ + "# CPTP projection \n", + "\n", + "The state is very close to our ideal Choi matrix and is almost TP but to get\n", + "a proper CPTP projection, we use the Hyperplane Intersection Projection algorithm" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e27c2043", "metadata": {}, "outputs": [], "source": [ - "def hyperplane_intersection_projection_switch_with_storage(\n", + "depo_rtol = 1e-16\n", + "depo_tol = 1e-16\n", + "\n", + "\n", + "options_proj={\n", + " \"maxiter\": 300,\n", + " \"HIP_to_alt_switch\": \"first\",\n", + " \"missing_w\": 3,\n", + " \"min_part\": 0.1,\n", + " \"HIP_steps\": 10,\n", + " \"alt_steps\": 4,\n", + " \"alt_to_HIP_switch\": \"cos\",\n", + " \"min_cos\": 0.99,\n", + " \"max_mem_w\": 30,\n", + " \"genarg_alt\": (1, 3, 20),\n", + " \"genarg_HIP\": (5,),\n", + " }\n", + "\n", + "all_dists=False\n", + "first_CP_threshold_least_ev=True,\n", + "all_dists=False,\n", + "dist_L2=True,\n", + "with_evs=False,\n", + "keep_key_channels=False,\n", + "keep_main_eigenvectors=0,\n", + "save_intermediate=True\n", + "\n", + "proj = \"HIPswitch\"\n", + "\n", + "\n", + "def ensure_trace(eigvals):\n", + " \"\"\"\n", + " Ensures that the sum of eigvals is at least one.\n", + "\n", + " Finds the value l so that $\\sum (\\lambda_i - l)_+ = 1$\n", + " and set the eigenvalues $\\lambda_i$ to $(\\lambda_i - l)_+$.\n", + "\n", + " Args:\n", + " eigvals (array): The set of eigenvalues.\n", + "\n", + " Returns:\n", + " (array): The modified set of eigenvalues such that the sum is 1.\n", + " \"\"\"\n", + " trace = eigvals.sum()\n", + " while trace > 1:\n", + " indices_positifs = eigvals.nonzero()\n", + " l = len(indices_positifs[0]) # Number of (still) nonzero eigenvalues\n", + " eigvals[indices_positifs] += (1 - trace) / l \n", + " eigvals = eigvals.clip(0)\n", + " trace = eigvals.sum() \n", + " return eigvals\n", + "\n", + "\n", + "def proj_CP_threshold(rho, free_trace=True, full_output=False, thres_least_ev=False):\n", + " \"\"\"\n", + " If thres_least_ev=False and free_trace=False, then projects rho on CP\n", + " trace_one operators.\n", + " \n", + " More generally, changes the eigenvalues without changing the eigenvectors:\n", + " * if free_trace=True and thres_least_ev=False, then projects on CP operators,\n", + " with no trace condition.\n", + " * if thres_least_ev=True, free_trace is ignored. Then we bound from below all \n", + " eigenvalues by their original value plus the least eigenvalue (which is negative).\n", + " Then all the lower eigenvalues take the lower bound (or zero if it is negative),\n", + " all the higher eigenvalues are unchanged, and there is one eigenvalue in the middle\n", + " that gets a value between its lower bound and its original value, to ensure the\n", + " trace is one.\n", + " \"\"\"\n", + " eigvals, eigvecs = sp.linalg.eigh(rho) # Assumes hermitian; sorted from lambda_min to lambda_max\n", + " \n", + " least_ev = eigvals[0]\n", + " \n", + " if thres_least_ev:\n", + " threshold = - least_ev # > 0\n", + " evlow = (eigvals - threshold).clip(0)\n", + " toadd = eigvals - evlow\n", + " missing = 1 - evlow.sum()\n", + " if missing < 0: # On this rare event, revert to usual projection\n", + " eigvals = eigvals.clip(0)\n", + " eigvals = ensure_trace(eigvals)\n", + " else:\n", + " inv_cum_toadd = toadd[::-1].cumsum()[::-1]\n", + " last_more_missing = np.where(inv_cum_toadd >= missing)[0][-1]\n", + " eigvals[:last_more_missing] = evlow[:last_more_missing]\n", + " eigvals[last_more_missing] = eigvals[last_more_missing] + missing - inv_cum_toadd[last_more_missing] \n", + " else:\n", + " eigvals = eigvals.clip(0)\n", + " if not free_trace:\n", + " eigvals = ensure_trace(eigvals)\n", + " # \n", + " indices_positifs = eigvals.nonzero()[0] \n", + " rho_hat_TLS = (eigvecs[:,indices_positifs] * eigvals[indices_positifs]) @ eigvecs[:,indices_positifs].T.conj()\n", + " \n", + " if full_output==2:\n", + " return rho_hat_TLS, least_ev, len(indices_positifs)\n", + " elif full_output:\n", + " return rho_hat_TLS, least_ev\n", + " else:\n", + " return rho_hat_TLS\n", + "\n", + "\n", + "def proj_TP(rho):\n", + " \"\"\"\n", + " Projects the Choi matrix rho of a channel on trace-preserving channels.\n", + " \"\"\"\n", + " d = np.sqrt(len(rho)).astype(int)\n", + " partial_mixed = np.eye(d) / d\n", + " \n", + " # np.trace on the axes corresponding to the system\n", + " correction = np.einsum('de, fg -> dfeg',partial_mixed, (partial_mixed - np.trace(rho.reshape(4 * [d]), axis1=0, axis2=2)))\n", + " return rho + correction.reshape(d**2, d**2)\n", + "\n", + " \n", + "def step2(XW, target):\n", + " \"\"\"\n", + " Finds a (big) subset of hyperplanes, including the last one, such that\n", + " the projection of the current point on the intersection of the corresponding\n", + " half-spaces is the projection on the intersection of hyperplanes.\n", + "\n", + " Input: XW is the matrix of the scalar products between the different \n", + " non-normalized normal directions projected on the subspace TP, written w_i\n", + " in the main functions.\n", + " target is the intercept of the hyperplanes with respect to the starting point,\n", + " on the scale given by w_i.\n", + "\n", + " Outputs which hyperplanes are kept in subset, and the coefficients on their\n", + " respective w_i in coeffs.\n", + " \"\"\"\n", + " nb_active = XW.shape[0]\n", + " subset = np.array([nb_active - 1])\n", + " coeffs = [target[-1] / XW[-1, -1]] # Always positive\n", + " for i in range(nb_active - 2, -1, -1):\n", + " test = (XW[i, subset].dot(coeffs) < target[i])\n", + " # The condition to project on the intersection of the hyperplanes is that \n", + " # all the coefficients are non-negative. This is equivalent to belonging\n", + " # to the normal cone to the facet.\n", + " if test:\n", + " subset = np.r_[i, subset]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", + " # Adding a new hyperplane might generate negative coefficients.\n", + " # We remove the corresponding hyperplanes, except if it is the last \n", + " # hyperplane, in which case we do not add the hyperplane.\n", + " if coeffs[-1] < 0: \n", + " subset = subset[1:]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", + " elif not np.all(coeffs >= 0):\n", + " subset = subset[np.where(coeffs >= 0)]\n", + " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset])\n", + " \n", + " return subset, coeffs\n", + "\n", + "\n", + "def hyperplane_intersection_projection_switch(\n", " rho,\n", " true_Choi,\n", " maxiter=100,\n", @@ -551,270 +909,67 @@ " active = active[1:]\n", " w_act = w_act[1:]\n", " target = target[1:]\n", - " XW = XW[1:, 1:]\n", - " if HIP_to_alt_switch == \"missing\":\n", - " missed += 1\n", - " # End max_mem_w case\n", - "\n", - " if HIP_to_alt_switch == \"missing\":\n", - " change = missed >= missing_w\n", - " elif HIP_to_alt_switch == \"counter\":\n", - " past_HIP += 1\n", - " change = past_HIP >= current_HIP_step\n", - "\n", - " if change:\n", - " if alt_to_HIP_switch == \"cos\":\n", - " w_norm_ancien = np.zeros(\n", - " (dim2, dim2)\n", - " ) # Ensures two alternate steps. Also possible to\n", - " # use w_norm_ancien = w_i / sqrt(xiwi)\n", - " elif alt_to_HIP_switch == \"counter\":\n", - " past_al = 0\n", - " current_alt_step = next(alt_step_gen)\n", - " sel = \"alternate\"\n", - "\n", - " else:\n", - " raise ValueError('How did I get there? Typo on \"HIP\" or \"alternate\"?')\n", - "\n", - " return rhoTP, least_ev_list, m\n" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [], - "source": [ - "k = 4 # num qubits\n", - "num_samples = 1e8\n", - "\n", - "\n", - "kraus_true = QFTKraus(2**k)\n", - "depo_rtol=1e-16\n", - "depo_tol=1e-16\n", - "cycles = num_samples / 18**5\n", - "true_Choi = Choi(kraus_true)\n", - "group = None\n", - "\n", - "options_proj={\n", - " \"maxiter\": 300,\n", - " \"HIP_to_alt_switch\": \"first\",\n", - " \"missing_w\": 3,\n", - " \"min_part\": 0.1,\n", - " \"HIP_steps\": 10,\n", - " \"alt_steps\": 4,\n", - " \"alt_to_HIP_switch\": \"cos\",\n", - " \"min_cos\": 0.99,\n", - " \"max_mem_w\": 30,\n", - " \"genarg_alt\": (1, 3, 20),\n", - " \"genarg_HIP\": (5,),\n", - " }\n", - "all_dists=False\n", - "first_CP_threshold_least_ev=True,\n", - "all_dists=False,\n", - "dist_L2=True,\n", - "with_evs=False,\n", - "keep_key_channels=False,\n", - "keep_main_eigenvectors=0,\n", - "save_intermediate=True\n", - "\n", - "proj = \"HIPswitch\"\n", - "\n", - "\n", - "Mk = M_k(k)\n", - "Pk = prod_pauli_vecs(k)\n", - "\n", + " XW = XW[1:, 1:]\n", + " if HIP_to_alt_switch == \"missing\":\n", + " missed += 1\n", + " # End max_mem_w case\n", "\n", - "def Choi_LS_Pauli(k, Choi_est, input_config_slice, output_config_slice,\n", - " channel,\n", - " cycles = 1,\n", - " optimize='optimal', full_output=False):\n", - " \"\"\"[summary]\n", + " if HIP_to_alt_switch == \"missing\":\n", + " change = missed >= missing_w\n", + " elif HIP_to_alt_switch == \"counter\":\n", + " past_HIP += 1\n", + " change = past_HIP >= current_HIP_step\n", "\n", - " Args:\n", - " k ([type]): [description]\n", - " freq ([type]): [description]\n", - " input_indices ([type]): [description]\n", - " output_indices ([type]): [description]\n", - " \"\"\"\n", - " image_input = np.einsum(\"nj, rij -> rni\", Pk[input_config_slice], channel)\n", - " probas = 0.\n", - " for pauli_kraus in image_input:\n", - " a = np.einsum(\n", - " \"ni, mi -> nm\",\n", - " pauli_kraus,\n", - " Pk[output_config_slice].conj(),\n", - " optimize=\"optimal\",\n", - " )\n", - " probas += a.real ** 2 + a.imag ** 2\n", + " if change:\n", + " if alt_to_HIP_switch == \"cos\":\n", + " w_norm_ancien = np.zeros(\n", + " (dim2, dim2)\n", + " ) # Ensures two alternate steps. Also possible to\n", + " # use w_norm_ancien = w_i / sqrt(xiwi)\n", + " elif alt_to_HIP_switch == \"counter\":\n", + " past_al = 0\n", + " current_alt_step = next(alt_step_gen)\n", + " sel = \"alternate\"\n", "\n", - " poissonized_samples = sp.stats.poisson.rvs(probas * cycles)\n", - " # Strange order of indices\n", - " Choi_est += np.einsum(\n", - " \"nm, nde, mfg -> fegd\",\n", - " poissonized_samples,\n", - " Mk[input_config_slice],\n", - " Mk[output_config_slice],\n", - " optimize=optimize,\n", - " )\n", - " return Choi_est\n", + " else:\n", + " raise ValueError('How did I get there? Typo on \"HIP\" or \"alternate\"?')\n", "\n", + " return rhoTP, least_ev_list, m\n", "\n", - "Choi_est = 0." - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [], - "source": [ - "# randomly select some data and repeat the LS estimation to get a value for Choi\n", - "# batch_size = 512\n", - "Choi_est = 0.\n", "\n", - "for i in range(0, 6 ** k, 4 ** k):\n", - " input_config_slice = slice(i, i + 4 ** k)\n", - " # input_config_slice = np.random.randint(0, 6**k, batch_size)\n", - " for o in range(0, 6 ** k, 4 ** k):\n", - " output_config_slice = slice(o, o + 4 ** k)\n", - " # output_config_slice = np.random.randint(0, 6**k, batch_size)\n", - " Choi_est = Choi_LS_Pauli(k, Choi_est, input_config_slice, output_config_slice,\n", - " kraus_true, cycles=num_samples/18**k)\n", "\n", - "choi_pred = Choi_est.reshape(4 ** k, 4 ** k)\n", - "choi_pred /= choi_pred.trace()" + "def final_CPTP_by_mixing(rho, full_output=False):\n", + " \"\"\"\n", + " Assumed to be in TP.\n", + " \"\"\"\n", + " d = len(rho)\n", + " abs_least_ev = - sp.linalg.eigvalsh(rho, subset_by_index=[0,0])[0]\n", + " if full_output:\n", + " return (rho + abs_least_ev * np.eye(d)) / (1 + d * abs_least_ev), - abs_least_ev\n", + " else:\n", + " return (rho + abs_least_ev * np.eye(d)) / (1 + d * abs_least_ev)" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 12, + "id": "ccd5def0", "metadata": {}, "outputs": [], "source": [ - "def ensure_trace(eigvals):\n", - " \"\"\"\n", - " Assumes sum of eigvals is at least one.\n", - "\n", - " Finds the value l so that $\\sum (\\lambda_i - l)_+ = 1$\n", - " and set the eigenvalues $\\lambda_i$ to $(\\lambda_i - l)_+$.\n", - " \"\"\"\n", - " trace = eigvals.sum()\n", - " while trace > 1:\n", - " indices_positifs = eigvals.nonzero()\n", - " l = len(indices_positifs[0]) # Number of (still) nonzero eigenvalues\n", - " eigvals[indices_positifs] += (1 - trace) / l \n", - " eigvals = eigvals.clip(0)\n", - " trace = eigvals.sum() \n", - " return eigvals\n", - "\n", - "\n", - "def proj_CP_threshold(rho, free_trace=True, full_output=False, thres_least_ev=False):\n", - " \"\"\"\n", - " If thres_least_ev=False and free_trace=False, then projects rho on CP\n", - " trace_one operators.\n", - " \n", - " More generally, changes the eigenvalues without changing the eigenvectors:\n", - " * if free_trace=True and thres_least_ev=False, then projects on CP operators,\n", - " with no trace condition.\n", - " * if thres_least_ev=True, free_trace is ignored. Then we bound from below all \n", - " eigenvalues by their original value plus the least eigenvalue (which is negative).\n", - " Then all the lower eigenvalues take the lower bound (or zero if it is negative),\n", - " all the higher eigenvalues are unchanged, and there is one eigenvalue in the middle\n", - " that gets a value between its lower bound and its original value, to ensure the\n", - " trace is one.\n", - " \"\"\"\n", - " eigvals, eigvecs = sp.linalg.eigh(rho) # Assumes hermitian; sorted from lambda_min to lambda_max\n", - " \n", - " least_ev = eigvals[0]\n", - " \n", - " if thres_least_ev:\n", - " threshold = - least_ev # > 0\n", - " evlow = (eigvals - threshold).clip(0)\n", - " toadd = eigvals - evlow\n", - " missing = 1 - evlow.sum()\n", - " if missing < 0: # On this rare event, revert to usual projection\n", - " eigvals = eigvals.clip(0)\n", - " eigvals = ensure_trace(eigvals)\n", - " else:\n", - " inv_cum_toadd = toadd[::-1].cumsum()[::-1]\n", - " last_more_missing = np.where(inv_cum_toadd >= missing)[0][-1]\n", - " eigvals[:last_more_missing] = evlow[:last_more_missing]\n", - " eigvals[last_more_missing] = eigvals[last_more_missing] + missing - inv_cum_toadd[last_more_missing] \n", - " else:\n", - " eigvals = eigvals.clip(0)\n", - " if not free_trace:\n", - " eigvals = ensure_trace(eigvals)\n", - " # \n", - " indices_positifs = eigvals.nonzero()[0] \n", - " rho_hat_TLS = (eigvecs[:,indices_positifs] * eigvals[indices_positifs]) @ eigvecs[:,indices_positifs].T.conj()\n", - " \n", - " if full_output==2:\n", - " return rho_hat_TLS, least_ev, len(indices_positifs)\n", - " elif full_output:\n", - " return rho_hat_TLS, least_ev\n", - " else:\n", - " return rho_hat_TLS\n", - "\n", - "\n", - "def proj_TP(rho):\n", - " \"\"\"\n", - " Projects the Choi matrix rho of a channel on trace-preserving channels.\n", - " \"\"\"\n", - " d = np.sqrt(len(rho)).astype(int)\n", - " partial_mixed = np.eye(d) / d\n", - " \n", - " # np.trace on the axes corresponding to the system\n", - " correction = np.einsum('de, fg -> dfeg',partial_mixed, (partial_mixed - np.trace(rho.reshape(4 * [d]), axis1=0, axis2=2)))\n", - " return rho + correction.reshape(d**2, d**2)\n", - "\n", - "\n", - "\n", - "\n", - "\n", - " \n", - "def step2(XW, target):\n", - " \"\"\"\n", - " Finds a (big) subset of hyperplanes, including the last one, such that\n", - " the projection of the current point on the intersection of the corresponding\n", - " half-spaces is the projection on the intersection of hyperplanes.\n", - "\n", - " Input: XW is the matrix of the scalar products between the different \n", - " non-normalized normal directions projected on the subspace TP, written w_i\n", - " in the main functions.\n", - " target is the intercept of the hyperplanes with respect to the starting point,\n", - " on the scale given by w_i.\n", + "first_CP_threshold_least_ev=True,\n", "\n", - " Outputs which hyperplanes are kept in subset, and the coefficients on their\n", - " respective w_i in coeffs.\n", - " \"\"\"\n", - " nb_active = XW.shape[0]\n", - " subset = np.array([nb_active - 1])\n", - " coeffs = [target[-1] / XW[-1, -1]] # Always positive\n", - " for i in range(nb_active - 2, -1, -1):\n", - " test = (XW[i, subset].dot(coeffs) < target[i])\n", - " # The condition to project on the intersection of the hyperplanes is that \n", - " # all the coefficients are non-negative. This is equivalent to belonging\n", - " # to the normal cone to the facet.\n", - " if test:\n", - " subset = np.r_[i, subset]\n", - " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", - " # Adding a new hyperplane might generate negative coefficients.\n", - " # We remove the corresponding hyperplanes, except if it is the last \n", - " # hyperplane, in which case we do not add the hyperplane.\n", - " if coeffs[-1] < 0: \n", - " subset = subset[1:]\n", - " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset]) \n", - " elif not np.all(coeffs >= 0):\n", - " subset = subset[np.where(coeffs >= 0)]\n", - " coeffs = sp.linalg.inv(XW[np.ix_(subset, subset)]).dot(target[subset])\n", - " \n", - " return subset, coeffs" + "rho = choi_ls_est\n", + "# CP estimator: first projection on CP matrices\n", + "rhoCP, LS_least_ev = proj_CP_threshold(rho, full_output=True, thres_least_ev=first_CP_threshold_least_ev)\n", + "ls_rel = -LS_least_ev * depo_rtol\n", + "least_ev_x_dim2_tol = np.maximum(ls_rel, depo_tol)" ] }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 13, + "id": "744899ee", "metadata": {}, "outputs": [ { @@ -824,6 +979,7 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", @@ -833,12 +989,14 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 4\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -861,9 +1019,10 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -873,9 +1032,10 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -886,9 +1046,10 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -902,8 +1063,7 @@ "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", - "HIP mode. Active hyperplanes: 6\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -914,8 +1074,6 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -926,6 +1084,8 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -933,21 +1093,12 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "Alternate projections mode\n", - "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", - "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -959,8 +1110,6 @@ "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", - "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -970,6 +1119,9 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -978,21 +1130,24 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1125,73 +1280,85 @@ } ], "source": [ - "first_CP_threshold_least_ev=True,\n", - "\n", - "rho = choi_pred\n", - "# CP estimator: first projection on CP matrices\n", - "rhoCP, LS_least_ev = proj_CP_threshold(rho, full_output=True, thres_least_ev=first_CP_threshold_least_ev)\n", - "ls_rel = -LS_least_ev * depo_rtol\n", - "least_ev_x_dim2_tol = np.maximum(ls_rel, depo_tol)\n", - "projection_with_storage = (hyperplane_intersection_projection_switch_with_storage)\n", - "rho_list, least_ev_pls, iterations = projection_with_storage(\n", + "rho_list, least_ev_pls, iterations = hyperplane_intersection_projection_switch(\n", " rhoCP,\n", - " true_Choi,\n", + " choi_true,\n", " **options_proj,\n", " least_ev_x_dim2_tol=least_ev_x_dim2_tol,\n", " all_dists=all_dists,\n", " with_evs=with_evs,\n", " dist_L2=dist_L2,\n", " save_intermediate=save_intermediate,\n", - " )" + " )\n", + "\n", + "choi_pred = final_CPTP_by_mixing(rho_list[-1][0])" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 14, + "id": "eec93ff6", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" - }, + } + ], + "source": [ + "plt.plot(np.log10(-np.array(least_ev_pls)))\n", + "plt.legend()\n", + "plt.xlabel(\"Iterations\")\n", + "plt.ylabel(r\"log ($-\\lambda_{min}$)\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0ac5218a", + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", 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\n", "text/plain": [ - "Text(0, 0.5, 'log ($-\\\\lambda_{min}$)')" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1201,16 +1368,13 @@ } ], "source": [ - "plot_choi(true_Choi, title=\"Choi (true)\")\n", - "plt.show()\n", + "choi_pred_qutip = Qobj(choi_pred, dims=choi_qutip.dims, superrep=\"choi\")\n", "\n", - "plot_choi(choi_pred, title=\"Choi (reconstructed)\")\n", + "plot_choi(choi_true, title=\"Choi (true)\")\n", "plt.show()\n", "\n", - "plt.plot(np.log10(-np.array(least_ev_pls)))\n", - "plt.legend()\n", - "plt.xlabel(\"Iterations\")\n", - "plt.ylabel(r\"log ($-\\lambda_{min}$)\")" + "plot_choi(choi_pred, title=\"Choi (reconstructed)\\nFidelity {}\\nIs CP {} Trace : {}\".format(fidelity(choi_qutip.unit(), choi_pred_qutip), choi_pred_qutip.iscp, choi_pred_qutip.tr()))\n", + "plt.show()\n" ] } ], @@ -1219,7 +1383,8 @@ "hash": "383c5c00937595a71b70c28deded6c82313774eab0af53a7bbcdcf71bc0a4cad" }, "kernelspec": { - "display_name": "Python 3.7.6 64-bit ('base': conda)", + "display_name": "Python 3", + "language": "python", "name": "python3" }, "language_info": { From 3120d3f8f12ccc0a0d58cccb1ba1d3ca7bc59377 Mon Sep 17 00:00:00 2001 From: quantshah Date: Thu, 2 Dec 2021 17:37:25 +0100 Subject: [PATCH 3/4] fixed bug in plotting --- examples/tomography-process-tomo-pls.ipynb | 64 ++++++++++++---------- 1 file changed, 35 insertions(+), 29 deletions(-) diff --git a/examples/tomography-process-tomo-pls.ipynb b/examples/tomography-process-tomo-pls.ipynb index ae89137..d1f761a 100644 --- a/examples/tomography-process-tomo-pls.ipynb +++ b/examples/tomography-process-tomo-pls.ipynb @@ -173,9 +173,9 @@ " cmap = \"RdBu_r\"\n", "\n", " if norm is None:\n", - " norm = colors.TwoSlopeNorm(vmin=-np.max(np.abs(choi_true)), vcenter=0, vmax=np.max(np.abs(choi_true)))\n", - " im = ax[0].matshow(choi_true.real, cmap=cmap, norm=norm)\n", - " im2 = ax[1].matshow(choi_true.imag, cmap=cmap, norm=norm)\n", + " norm = colors.TwoSlopeNorm(vmin=-np.max(np.abs(choi)), vcenter=0, vmax=np.max(np.abs(choi)))\n", + " im = ax[0].matshow(choi.real, cmap=cmap, norm=norm)\n", + " im2 = ax[1].matshow(choi.imag, cmap=cmap, norm=norm)\n", "\n", " ax[0].set_xlabel(\"Re\")\n", " ax[1].set_xlabel(\"Im\")\n", @@ -401,7 +401,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -979,7 +979,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", @@ -991,12 +990,11 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1017,12 +1015,12 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1033,7 +1031,7 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", @@ -1049,7 +1047,6 @@ "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1060,7 +1057,7 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", @@ -1073,7 +1070,7 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1084,12 +1081,6 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "Alternate projections mode\n", - "Alternate projections mode\n", - "Alternate projections mode\n", - "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1104,7 +1095,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", @@ -1116,12 +1106,13 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1131,9 +1122,9 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 6\n", + "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1141,6 +1132,9 @@ "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1148,12 +1142,20 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 3\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 4\n", + "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1272,9 +1274,13 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", - "Alternate projections mode\n", - "Alternate projections mode\n", + "Alternate projections mode\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Alternate projections mode\n" ] } @@ -1309,7 +1315,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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RmO3naHOIwuxM2jv9HGkKEemO4feN7d8iiSVFWsJRSvKypip0ETkBKZ8sgK8ANznnHjSzN3rPX5PckGav4twAl582lz/squWJ3XX9zr3prPnEHDy6s5b3/3QjP373uWN6zxZVFiIpb9zJwsxygbBzbrrWdHBAgfe4EDgyTZ8rw/juO15FLOY43t5JQ3sXzR0RWsJRzqosJCPD+P5Te/neE3v58yvHWbesdNT3622Gio5ypYgky6jJwswygGuAtwFrgE4gy8yOAw8A33PO7ZnCGD8OPGRm/028j2XdMHFeB1wHsGjRoikMRyA+oa88PzjkXhfXX7KCe184ws2/3clvPryOoH/4PS6cc+qzEEkDY2lUfhxYBnwamOucW+icKwcuBJ4Bvmxmbz+RIMzsUTPbNsTPeuBDwPXOuYXA9cBtQ72Hc+5W59xq59zqsrKyEwlHTlDQ7+Pmq05nx9EWvvDbHSNe297VTXcsvkptS0iVhUiqGksz1CXOuUH/5HPONQB3A3ebmf9EgnDOXTLcOTP7KfAx7+mvgR+cyGfJ9LhkZQUfvHgZ333iFQAuXVnBa04uH3Rd35FTLaosRFLWqJXFUIliItecgCPAxd7j1wEvT+FnyST65KUreN0p5dyx4SCf/b9tQ17Td5kQ9VmIpK4JjYYyszuBxP/lR51zN0xeSIO8H/iGmWUCYbx+CUl9mb4Mbrt2Nd/6wx5ueWQ3zaEIhdn9i1BVFiLpYaJDZ//inPsGgJmVTGI8gzjn/gS8aio/Q6aOmXFGZSEALx1t4byl/X9d+iYLVRYiqWuiM7jXm9l7zWyFc65+UiOSGee0efGRzzuOtgw6l5hjkZeVOepoqK3VTVz17acHLTUiIlNvosni7cT7Eq42s+9PYjwyA5XlZ1GaF2D7kcHJIlFZVM7JHnU01DN769l8qImDDR0jXicik28ik/K+4L1uM/Ab59zuyQ5KZhYz4/QFhdy1qZpNBxo5qTyPioIg5flZPH+wkQyDuYVBjrd1jvg+tS3x843t6tsQmW7jThbOuc+ZWQVwNvAWM1vunHv/pEcmM8pNbz6N3249ypZDTeyvb+fZ/Q00eSOhFhZnU5jtZ9/xdiLdMTo6uynMGTwau6bVSxYdXdMau4hMvIO7hHgT1u3OuepJjEdmqMUluXzktcv7HQtHuqlr7SQvK5P/eWQXB+o7WPXFRzBg42dfTyCzfytpbUsYULIQSYaJ9lncBOQD15nZTyYxHplFgn4fC4tzmJMbYNWiOeQGfLSGo7SEo+yvbx90fa1XWTR1qBlKZLpNtLJ4xDn3K+BXkxmMzF5Xr6rk6lWVbD/SzBXf/BO7a1pZUZHf75qeyqJdlYXIdJtoslhnZpcD9cBO59wtkxiTzGLLyvLIMNh9rBXO7D3e1hmlvSu+0HGDmqFEpt1Ek8U259x/e7OqT5vMgGR2C/p9VJXksrumrd/xRFUBaoYSSYaJJosrzawJeNI5t2US4xFhRUU+O4+10NwRoSA7EzOjxhs2G/BljKmDOxzpHnFpdBEZn4kmi79DQ2dliqycX8Dvtx/jrC88TNCfQUVBEPPOLS3LHbXP4kB9O5fc8gS//uA6zva2gRWREzOhZOGcqwEe8n5EJtV7L1zC0rJcjjWHOdYcpra1k8aOLpaX51OWH+B3Lx7jcFOI+YVBzGzQ67cdbiHS7dhT26ZkITJJxpUszGwh8T6K04EzgNOcc6unIjCZvXKzMrnyzPlDnkusXnvBl/7Amqo5/Pjd55Kb1f/X+EBDfNhtQ/vIM8JFZOxGnWdhZh8wsz97fRS7gfcBecB9wD9MbXgi/fm8SiLb7+O5/Y08ubtu0DUH6+NrRzVoWRCRSTOWSXmfJr6d6auA3wJB4IfOubu1LpRMt3MWFQHwk/ecS07AxzN7By96fMBLFpqPITJ5xtIMdaVzLrHN2VvN7A3A/Wb2Y+AbzrnYlEUnMsCrV5Sx6+bLycr0sbqqmL8MkSwSq9JqPobI5BnLtqrbBjx/EDgXKAaenqK4RIaVlRkfErt2aTG7a9q4f8sRjjSFiMUcndFujjSHgHhl0dbZf9nzWMxx433b2VPbOu1xi6SziSxR/ibn3P3Av5vZz6YgJpExefNZ87ljw0E++osXAAj6MyjNy8I58GUYLx5uZtUXHuFH717DBctLATjcFOLHf95PYbaf61+fP9Lbi0gfExk6+x/A/QDqs5BkqpyTwx8/+Ro2HmhkT20b+4+3c6wlzEnlefh9GTy8owaA7Ueae5LF0eb4THBtoCQyPhNJFoMHtoskSaYvg7VLS1g7YG/vWx7Z3ZMsDjeGeo4f85YNOTDEqrYiMryJLFHuJj0KkUlW3GfzpMNNvcmiRpWFyIRMdD+LSWVmbzWz7WYWM7PVA8592sz2mNkuM7ssWTFKeinOy+p5XN2nskg0Qx1vG9z5LSLDS4lkAWwDrgae7HvQzFYC1xCfNX458P/MTKvDyahyA72/Jv0qiz6r16opSmTsJpIsaiY7COfcTufcriFOrQfudM51Ouf2AXuID9sVGVGpV1mU5mV5u+/FZ3MfbQ5R5DVR7a5p5d//bxtbDjUlK0yRtDHuZOGce/1UBDKMBcChPs+rvWODmNl1ZrbRzDbW1Q1eAkJml7MWFvHgxy7ixjevBHo7uWtaOjm3qpigP4N/vetFfvbMAX7+zIFkhiqSFsayNtSoo5/GeM2jZrZtiJ/1Yw12JM65W51zq51zq8vKyibjLSXNnTqvgMo5OQB8/6m9/Ob5ampawiwvz+Nn7z2PMyoLgd69vUVkeGMZOvu4md0N3OucO5g4aGYB4ELgWuBx4McjvYlz7pIJxHcYWNjneaV3TGRMTpmbz6tXlHHv5iP85vn4r05VSS5rqoq5+0Pr+OgvXmDzocYkRymS+saSLC4H3gP8wsyWAE3EFxP0AQ8DX3fOvTBF8d0H3GFmtwDzgZOAZ6fos2QGCvp9/PQ95xLqii8D0tjexZmVRT3nl5bm8tutR7jnhWrOXVLCgqLs5AUrksJGTRbOuTDw/4iPRPIDpUDIOdc0WUGY2VuAbwFlwANmttk5d5lzbruZ/QrYAUSBjzjnuifrc2X2yA74WFaWF/8N62NZeR7OwfW/3MIFy0u4/X1rkxOgSIob1wxu51wEODrZQTjn7gHuGebcfxBfYkRk0i0tze153BnRAsoiw0mVeRYiSbG0rDdZtHcNXbQ+/lIt2w43T1dIIilJyUJmtZxAJne8/zzWnz2f6oYOnBu8ms2/3LWVrz+qNTNldlOykFlv3bJSzlhQSGtnlJZQ/yVAOrqiHG/rZO9xzfaW2W3MfRZm9okhDjcDm5xzmyctIpEkqJwTHwV1qLGDwpzCnuOJdaUO1nfwg6f2cqihg7evXcxJFdoLQ2aX8XRwr/Z+7veeXwlsBT5oZr92zn1lsoMTmS6JyXuHGjo4fUFvsjjo7ecdjTlufmAnAPvqO/jpe7TqjMwu40kWlcAq51wbgJl9HngAeDWwCVCykLS1sNhLFo39ly4fuJR5ZoaxX01SMguNp8+iHOi7LkIEqHDOhQYcF0k7hdl+qkpy+NXGarqivUNoDzV24Pf1rmbzt2sWcrgpRKRbw2xldhlPsrgd2GBmnzezG4Gnic+uziU+aU4krX3uTSvZU9vGh29/nid219HU0cWhhg6WleVRlOPn1HkFnF1ZRHfMcaTPsucis8GYm6Gcc180sweBC7xDH3TObfQev23SIxOZZq87pYJ/uexkvv34Hh7d2bsS/6UrK7h61QLmFWZTlh9f+vyJ3XW8ZoWxqCQnWeGKTKvx7sEdAWLEt1aNTH44Isn1kdcu59p1VWw91MSW6mb2HW9j/dkLuGB5KRDfDwPgc/duJ+Dbye7/eEMywxWZNuMZOvsx4P3A3YABPzezW51z35qq4ESSIS8rk3XLS1nnJYi+KvKDPY+7hum3iHbHiDkIZGoak8wc4/ltfi9wnnPu8865zwFriScPkVkjI6P/1i3hyOAlQv7zdy/xd7f+BYBYzA15jUi6GU+yMKDvb323d0xkVrnjfefxD+ctAvrv752w7XAzL1Y3094Z5Y3ffIo3fOOp6Q5RZNKNp8/iR8RHQ91DPElcBfxwKoISSWXrlpcSyMzgjg0HOeiNluqrurGDaMzxz7/awkvHWgFo64ySlzXeLkKR1DHmysI5dwvwbqAeOA5c65z72lQFJpLKFhX3zvjuK9Id41hLGICHdxzrOa6JfJLuRv2njpm1Eh/91HOozznnnCuYisBEUllZfhZZmRmDksWx5jAx7/+WmINXryjjyd117K9v77eMiEi6GbWycM7lO+cK+vzk9/lRopBZycxYVJzDvuP9k0Vi4cGEN581H1BlIelPY/tEJmjt0hIe31XLzqMtPccSHd6F2X7vmmLK87PYX98x5HuIpAslC5EJ+udLV1CU7ee9P36O2zccYG9dG9XeQoSvXlFGeX4WC4qyqSrNVWUhaU/DM0QmqCgnwG3vWsOn7t7KZ+7Z1nO8ODfA565cSXOoCzNjWVku920+wp7aNpaX946cerG6mTufO8gX158+aP6GSKpJicrCzN5qZtvNLGZmq/scf72ZbTKzF70/X5fMOEUGOnthEQ9+7CIe/cTF/NfVZ/COtYv5l8tOpiw/i+Xl8Q2S3nfRUrIDPt77k+f6vfbBbUe5fcNB6tq0aLOkvlSpLLYBVwPfG3D8OPAm59wRMzsdeAhYMN3BiYzEzFhentevauhrWVkeH7x4GTc/sJOG9i6KcwNAfOQUwAsHm9hT28rVqyqZX5Q9bXGLjEdKVBbOuZ3OuV1DHH/BOXfEe7odyDazrOmNTuTEJSbu7a1r6zmWmI/xrT+8zH8/vJvX3/IETR1dSYlPZDQpkSzG6K+B551zqtkl7SwtywVgb11vR3ciWezwRlO1d3WzYV/DkK9vCUf4zD0v0tYZneJIRYY2bcnCzB41s21D/Kwfw2tPA74MfGCEa64zs41mtrGurm4yQxc5YZVzcgj4MnjleLyycM71NEM5B6sXzyErM4MNe4dOFs/ubeD2DQd55pX6aYtZpK9p67Nwzl0ykdeZWSVwD/BO59wrI7z/rcCtAKtXr3bDXSeSDL4MY3FJTk9l0doZpaOrd13OkyryyfQZz+6vpzkU4e5N1bz7girM4qOkmkPx7WMG7gkuMl1SuhnKzIqAB4BPOeeeTnI4IidkaVluT59FjVdV9JwrzeW8JSXsONLCj57exxd+u4NdNa095xPJ4lCjkoUkR0okCzN7i5lVA+cDD5jZQ96pfwSWA58zs83eT3nSAhU5AWcsKGTv8XYe31XLUS9ZLPBGP1WV5nLekmJiDn7+zEEAalp6u+d6kkWD9v6W5EiJobPOuXuINzUNPH4zcPP0RyQy+d574VIeePEYH/758z17eZ+9qIjDTSGWlOawoCgHv8847s27qGnprT4SyaJalYUkSUpUFiKzQXbAx4/etYbzl5VwsKGDQGYGf/OqSs5bUsyi4lyyAz7OrCzqub62T7Jo6aksOnBOXXIy/VKishCZLeYWBvnhu9ZwpClEONLN0rI8Xntyb8vquUuK2XSgERi6Gaq9q5u6tk7u23yEt69dTNDvm94bkFlLyUIkCYabqf3XqyqpbgzxYnXTkM1QAPdtPsLND+xkUXEOl542d8pjFQE1Q4mklOXleXzr789hYXEONa39K4tEZ/gub6vWlrAm6Mn0UbIQSUEVBcF+fRbNoQhVpfGtXPd6y5239Kk2RKaakoVICqooyKK2tZOYt0drcyhCVUliyZD4XI2WsJKFTB8lC5EUVFEQpDvmqG/vIhzppjMaY35RNoHMDBo74kmiWZWFTCMlC5EUlFju/MFtR3uamwqy/RTnBHquaQmpz0Kmj5KFSAo6f2kJ65aV8D8P72bzoSYgvq/3nNw+yWKIZqgHth6lVc1TMgWULERSkJnxhfWn48swrvvZJiCeLIpz/T3XDOzgPtoc4iN3PM8DW49Oa6wyOyhZiKSo5eV53PuRCzhjQSEAi4tzmNO3GWrA0NmG9vjGSdrzQqaCJuWJpLCFxTnc/9EL6eiKkhPI7NmSFQZXFok+jL5Ln4tMFlUWImkgJxD/d11RzvB9FonnoYiShUw+JQuRNFKcE++zyPb7aOuM9szDgN5KI6TKQqaAkoVIGkmMhlpckoNz8R33EpqVLGQKKVmIpJFEn8Wi4vjSH337LRId3h1qhpIpoGQhkkZetXgOb1+7iEtWVgD9+y3UDCVTSclCJI3kBDK5+aozqJwTX4G27yzunmQR0dBZmXxKFiJpqCQ3vi1rbWuf3fTCqixk6ihZiKShpWW5ZGVmsLW6ueeY5lnIVFKyEElDfl8Gp80vYGt1U8+xRGURVge3TIGUSBZm9lYz225mMTNbPcT5RWbWZmafTEZ8IqnozMoith1uIdodA3qHzqqykKmQEskC2AZcDTw5zPlbgAenLxyR1HfWwkJCkW5213ibIYU0g1umTkokC+fcTufcrqHOmdlVwD5g+7QGJZLizltSQsCXwcfufIFdx1pp9yoKdXDLVEiJZDEcM8sD/hW4aQzXXmdmG81sY11d3dQHJ5Jk84uy+cl7zqW2tZPLvh4vyktyA0RjjojXNCUyWaYtWZjZo2a2bYif9SO87Ebga865ttHe3zl3q3NutXNudVlZ2aTFLZLKzl9WwqOfuJi3vqqSoD+DcxbNAdRvIZNv2pYod85dMoGXnQf8jZl9BSgCYmYWds7976QGJ5LGyvKz+Opbz+Krbz2L2zcc4NGdNYQj3RRm+0d/scgYpfR+Fs65ixKPzexGoE2JQmR4OQEfoMpCJl9K9FmY2VvMrBo4H3jAzB5Kdkwi6SjbH08W6uSWyZYSlYVz7h7gnlGuuXF6ohFJX9neJklaH0omW0pUFiIyOXorC42GksmlZCEyg/T2WaiykMmlZCEygwS9yuLZfQ0cbQ4lORqZSZQsRGaQbK+y+MGf9nH+f/2B32490nPuuf0NNLR3JSs0SXNKFiIzSHl+Fn91SjnXX7KC/KxMntlbD0BntJu3fX8Dtz65N8kRSrpKidFQIjI5/L4MbnvXGgCe2F3Ly94ig9WNIbq6YxxsaE9meJLGVFmIzFAnlefzcm08WRys7wDgcKP6MWRilCxEZqiTKvJoaO+ivq2T/fXxiuJwk5KFTIyShcgMdVJFPgAv17ZxwKssjrd1aSc9mRAlC5EZ6qTyPADu2HCQ7Ud69+pWdSEToWQhMkPNKwxy7fmLuX/rEZ7b39izCq36LWQilCxEZigz46b1p/O1vz0bgDVV8b0uVFnIRGjorMgMd9U5C6goCLK8PI8nvvQYP3/mAAuKsrnopFLMLNnhSZpQZSEyC5y/rISy/Cy+dPWZHG/r5J0/fJYrvvkn7t18mKi2YJUxMOdcsmOYdKtXr3YbN25MdhgiKakz2s29m4/wvSde4ZW6dirnZPP+i5byt6sX9iwXIrOTmW1yzq0e8pyShcjsFIs5Hnuplu8+8QqbDjQyJ8fPteuquPb8KubkBpIdniSBkoWIjOi5/Q1874lXeHRnLfnBTC5YVkpFQRYVhUGyMn2U5gXI9vsI+n09/R++DPV3zDQjJQt1cIsIa6qKWVNVzEvHWvj6Iy+zp66NJ1+uG3Yv74Avg8o52ZxUkceCohw6o90sKc2lODdAUY6fwuwAhdn+np9AprpH052ShYj0OGVuAd99x6sAiHbHiMYcHV3dNLTHZ36HIt0crO9gd00rhxo72HKomT/uqiOQmUFrePgNl4L+DPKy/PgyICeQyRkLCjljQSFBfwaBzAyWluWxojyfwhx/z2si3TEMyPQp0aQCJQsRGVKmL4NMX3xDpeI+fRhrqor7XZdoym4ORWgORWjsiNDU0UVzKEKLd6w5FKGtsxvnHE0dETbsq+e+LUcYKC8rEzMozPb3zAc5bX4B5flBsgM+sv0+/L4MfBkQjsQoCPqZW5hFUXaAvGAmi4pzWF6eR1NHhKzMDPW9TCIlCxE5IYm5GkU5AYpyAiwuGf01zjlaQlEisRihrm721LXxck0rR5rCANS3d3H1OQvodo7Nh5qobQ3T0dVNqKubaMzRHXNkZWbQ1BEhNGCtKzNIdMXOyfEzJzdAqKub0rysnj3K5+T6Kc7NYm5BkEUl2WSYke33cfLcfAqCfopy/JqDMkBKJAszeytwI3AqcK5zbmOfc2cC3wMKgBiwxjkXTkacIjI5zKxfk9PC4hxee3L5uN/HOUdrZ5SWUISWUJR9x9vZVdNKcY6faMzxSl07LeEIwUwfR5tDRGOODIN9x9vZdKCR421D7xyYl5VJSV6A4twAFflBorEYOYFMWsIROjq7OdDQztLSPCoKsvD7MmgORTh1XgFnVhayoiKfrMwMSvKyZtQggJRIFsA24GriSaGHmWUCPwfe4ZzbYmYlQCQJ8YlICjIzCoJ+CoJ+mAMr5xdwBfPG/PpwpJvqxg5iDhrauzjcGKKxo4tDDR00dkQ42hzi5dpWfBlGe2c3RTl+Msw4f2kJBxo62Higkc5ojPxgJo/urCHWZ3BpZoZROSebdctLWVycw7yibFbOy6e2tZNT5hb0a9pLBymRLJxzO4Ghyr5Lga3OuS3edfXTHJqIzGBBv4/l5fmT8l4dXVF2HGlhb107ndFujrWE2XWslfs3H6G1c3Dn/7Ky3HjTWMBHONLN285bTElegLZwlPOWlpAb8OHLsJRpDkuJZDGCFYAzs4eAMuBO59xXhrrQzK4DrgNYtGjR9EUoIkJ8lNfqqmJWDxgAANDWGWX/8XZ2HGmhvCCL7Uda2HyoieZQhPq2LlrDET76ixd6rg/6M+iKxvD7MjCD5eV5XH/JCi46qQy/LzkJZNqShZk9Cswd4tRnnHP3DvOyTOBCYA3QATzmTRp5bOCFzrlbgVshPilvcqIWETlxeVmZnL6gkNMXFALwmgH9M13RGA9tP0ZRjh+/L4MHth4lP5hJNOaIdjueermO9/10IwbMK8zmjAWFdEa7WVqWxxVnzmNZaR4F2ZlTmkSmLVk45y6ZwMuqgSedc8cBzOx3wCpgULIQEUlXgcwM3nTW/J7na5f2H1IW6urmW394mZiDV+raeLm2Fb8vg6f31HPbn/YBcMrcfD535UrWLS+dkhhTvRnqIeAGM8sBuoCLga8lNyQRkemVHfBxw+WnDDreEo7w+Eu1HGkK84tnD/IPP9jA+y9awmeuWDnpMaREsjCztwDfIt4v8YCZbXbOXeacazSzW4DnAAf8zjn3QDJjFRFJFQVBP+vPXgDAuy+o4n8e3sWiktwp+SwtJCgiIsDICwlq0RURERmVkoWIiIxKyUJEREalZCEiIqNSshARkVEpWYiIyKiULEREZFRKFiIiMqoZOSnPzOqAAyfwFqXA8UkKJ5lmyn2A7iVV6V5S00TvZbFzrmyoEzMyWZwoM9s43CzGdDJT7gN0L6lK95KapuJe1AwlIiKjUrIQEZFRKVkM7dZkBzBJZsp9gO4lVeleUtOk34v6LEREZFSqLEREZFRKFiIiMioliz7M7HIz22Vme8zsU8mOZ7zMbL+ZvWhmm81so3es2MweMbOXvT/nJDvOoZjZD82s1sy29Tk2ZOwW903ve9pqZquSF/lgw9zLjWZ22PtuNpvZG/uc+7R3L7vM7LLkRD2YmS00s8fNbIeZbTezj3nH0+57GeFe0vF7CZrZs2a2xbuXm7zjS8xsgxfzL80s4B3P8p7v8c5XTeiDnXP6iffb+IBXgKVAANgCrEx2XOO8h/1A6YBjXwE+5T3+FPDlZMc5TOyvBlYB20aLHXgj8CBgwFpgQ7LjH8O93Ah8cohrV3q/a1nAEu930Jfse/Bimwes8h7nA7u9eNPuexnhXtLxezEgz3vsBzZ4/71/BVzjHf8u8CHv8YeB73qPrwF+OZHPVWXR61xgj3Nur3OuC7gTWJ/kmCbDeuAn3uOfAFclL5ThOeeeBBoGHB4u9vXAT13cM0CRmc2blkDHYJh7Gc564E7nXKdzbh+wh/jvYtI554465573HrcCO4EFpOH3MsK9DCeVvxfnnGvznvq9Hwe8DrjLOz7we0l8X3cBf2VmNt7PVbLotQA41Od5NSP/MqUiBzxsZpvM7DrvWIVz7qj3+BhQkZzQJmS42NP1u/pHr3nmh32aA9PiXrymi3OI/ys2rb+XAfcCafi9mJnPzDYDtcAjxCufJudc1Lukb7w99+KdbwZKxvuZShYzy4XOuVXAG4CPmNmr+5508To0LcdKp3Psnu8Ay4CzgaPA/yQ1mnEwszzgbuDjzrmWvufS7XsZ4l7S8ntxznU7584GKolXPKdM9WcqWfQ6DCzs87zSO5Y2nHOHvT9rgXuI/xLVJJoCvD9rkxfhuA0Xe9p9V865Gu9/8BjwfXqbNFL6XszMT/wv19udc7/xDqfl9zLUvaTr95LgnGsCHgfOJ97sl+md6htvz7145wuB+vF+lpJFr+eAk7wRBQHiHUH3JTmmMTOzXDPLTzwGLgW2Eb+Ha73LrgXuTU6EEzJc7PcB7/RG36wFmvs0i6SkAW33byH+3UD8Xq7xRqwsAU4Cnp3u+IbitWvfBux0zt3S51TafS/D3Uuafi9lZlbkPc4GXk+8D+Zx4G+8ywZ+L4nv62+AP3gV4fgku2c/lX6Ij+bYTbz97zPJjmecsS8lPnpjC7A9ET/xtsnHgJeBR4HiZMc6TPy/IN4MECHe3vre4WInPhrk29739CKwOtnxj+FefubFutX7n3den+s/493LLuANyY6/T1wXEm9i2gps9n7emI7fywj3ko7fy5nAC17M24DPeceXEk9oe4BfA1ne8aD3fI93fulEPlfLfYiIyKjUDCUiIqNSshARkVEpWYiIyKiULEREZFRKFiIiMiolC5EhmFmb92eVmf3DJL/3vw14/ufJfH+RqaBkITKyKmBcyaLPLNrh9EsWzrl144xJZNopWYiM7EvARd5eB9d7C7h91cye8xaf+wCAmb3GzJ4ys/uAHd6x//MWddyeWNjRzL4EZHvvd7t3LFHFmPfe2yy+L8nf9XnvP5rZXWb2kpndnlg11My+5O3RsNXM/nva/+vIrDHav4BEZrtPEd/v4EoA7y/9ZufcGjPLAp42s4e9a1cBp7v4ktYA73HONXhLMjxnZnc75z5lZv/o4ovADXQ18QXtzgJKvdc86Z07BzgNOAI8DVxgZjuJL1FxinPOJZaAEJkKqixExudS4usfbSa+xHUJ8XWDAJ7tkygA/snMtgDPEF/I7SRGdiHwCxdf2K4GeAJY0+e9q118wbvNxJvHmoEwcJuZXQ10nOC9iQxLyUJkfAz4qHPubO9niXMuUVm091xk9hrgEuB859xZxNfyCZ7A53b2edwNZLr43gTnEt/Q5krg9yfw/iIjUrIQGVkr8W04Ex4CPuQtd42ZrfBW+R2oEGh0znWY2SnEt71MiCReP8BTwN95/SJlxLdnHXalU29vhkLn3O+A64k3X4lMCfVZiIxsK9DtNSf9GPgG8Sag571O5jqG3qr298AHvX6FXcSbohJuBbaa2fPOubf1OX4P8X0JthBfIfUG59wxL9kMJR+418yCxCueT0zoDkXGQKvOiojIqNQMJSIio1KyEBGRUSlZiIjIqJQsRERkVEoWIiIyKiULEREZlZKFiIiM6v8D67zgsMfRObgAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] From 232cb9aafc385a9731ac0fad11920da144741d28 Mon Sep 17 00:00:00 2001 From: quantshah Date: Mon, 13 Dec 2021 17:41:22 +0100 Subject: [PATCH 4/4] Correct normalizations for the Choi --- examples/tomography-process-tomo-pls.ipynb | 322 +++++++++++---------- 1 file changed, 169 insertions(+), 153 deletions(-) diff --git a/examples/tomography-process-tomo-pls.ipynb b/examples/tomography-process-tomo-pls.ipynb index d1f761a..6560aa5 100644 --- a/examples/tomography-process-tomo-pls.ipynb +++ b/examples/tomography-process-tomo-pls.ipynb @@ -66,8 +66,8 @@ "from scipy import stats\n", "\n", "\n", - "from qutip import tensor, Qobj, fidelity\n", - "from qutip.superop_reps import to_choi, kraus_to_choi\n", + "from qutip import Qobj, fidelity\n", + "from qutip.superop_reps import kraus_to_choi\n", "\n", "\n", "from matplotlib import pyplot as plt\n", @@ -104,7 +104,7 @@ " return kraus\n", "\n", "\n", - "k = 4\n", + "k = 3\n", "kraus_true = qft_kraus(2**k)" ] }, @@ -134,9 +134,9 @@ }, { 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\n", 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", 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" ] }, "metadata": { @@ -161,39 +161,51 @@ " return np.einsum(\"ij, il -> jl\", vectorized_kraus, vectorized_kraus.conj())\n", "\n", "\n", - "def plot_choi(choi, title=\"\", norm=None):\n", + "def plot_choi(choi, title=\"\", y=0.95, norm=None, cbar=False):\n", " \"\"\"Plot the real and imaginary parts of the Choi matrix.\n", "\n", " Args:\n", " choi (np.array): The Choi matrix for the process\n", " title (str, optional): The title for the plot.\n", - " norm (colors.TwoSlopeNorm, optional): The normalization for the plot.\n", + " norm (colors.TwoSlopeNorm, optional): The normalization for the colorbar.\n", + " cbar (bool): Whether to plot a colorbar.\n", " \"\"\"\n", - " fig, ax = plt.subplots(1, 2, sharex=True, sharey=True, tight_layout=True)\n", - " cmap = \"RdBu_r\"\n", + " fig, ax = plt.subplots(1, 2, sharex=True, sharey=True)\n", + " cmap = \"RdBu\"\n", "\n", " if norm is None:\n", - " norm = colors.TwoSlopeNorm(vmin=-np.max(np.abs(choi)), vcenter=0, vmax=np.max(np.abs(choi)))\n", + " norm = colors.TwoSlopeNorm(vmin=-np.max(np.abs(choi)),\n", + " vcenter=0,\n", + " vmax=np.max(np.abs(choi)))\n", + "\n", " im = ax[0].matshow(choi.real, cmap=cmap, norm=norm)\n", " im2 = ax[1].matshow(choi.imag, cmap=cmap, norm=norm)\n", "\n", + " if cbar is True:\n", + " cbar_ax = plt.colorbar(im, ax=[ax[0], ax[1]], fraction=0.021, pad=0.04)\n", + "\n", " ax[0].set_xlabel(\"Re\")\n", " ax[1].set_xlabel(\"Im\")\n", "\n", - " plt.suptitle(title)\n", - " plt.show()\n", + " ax[0].set_xticks([0, int(choi.shape[0]/2), choi.shape[0]])\n", + " ax[0].set_yticks([0, int(choi.shape[0]/2), choi.shape[0]])\n", + "\n", + " ax[0].set_xticks([0, int(choi.shape[0]/2), choi.shape[0]])\n", + " ax[0].set_yticks([0, int(choi.shape[0]/2), choi.shape[0]])\n", + "\n", + " plt.suptitle(title, y=y)\n", "\n", "\n", "choi_true = choi(kraus_true)/2**k\n", "choi_qutip = kraus_to_choi([Qobj(kraus_true[0])])/2**k\n", "\n", - "# Test our implementation of the Choi matrix conversion using QuTiP\n", - "np.testing.assert_array_almost_equal(choi_qutip.data.toarray(), choi_true)\n", - "print(\"Is CPTP:\", choi_qutip.iscptp)\n", - "\n", "\n", "# Plot the Choi matrix\n", - "plot_choi(choi_true, title=\"Choi (true)\")" + "plot_choi(choi_true, title=\"Choi (true) \\nCP {} Tr {}\".format(choi_qutip.iscp, choi_qutip.tr()), cbar = True)\n", + "\n", + "# Test our implementation of the Choi matrix conversion using QuTiP\n", + "np.testing.assert_array_almost_equal(choi_qutip.data.toarray(), choi_true)\n", + "print(\"Is CPTP:\", choi_qutip.iscptp)" ] }, { @@ -206,7 +218,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(1296, 1296)\n" + "(216, 216)\n" ] } ], @@ -326,12 +338,12 @@ "\n", "There are 4 qubits and we consider state preparations for tensor products of \n", "(+X, -X, +Y, -Y, +Z, -Z) on each qubit. The total number of such combinations\n", - "are give by 6**k, e.g., (XXYX, -Z-ZYZ, ... ). Therefore in our data, the first\n", - "dimension is of size 6**k (1296).\n", + "are give by $6^k$, e.g., (XXYX, -Z-ZYZ, ... ). Therefore in our data, the first\n", + "dimension is of size $6^k$ (1296).\n", "Once these states are prepared, we measure the result again in all combinations\n", "of the tensor products of the basis operators (+X, -X, +Y, -Y, +Z, -Z). Therefore\n", - "we have for each state preparation 6**k different measurements. \n", - "The final data is therefore a 6**k, 6**k matrix for all state preparations and\n", + "we have for each state preparation $6^k$ different measurements. \n", + "The final data is therefore a $6^k$, $6^k$ matrix for all state preparations and\n", "measurements. \n", "\n", "Once we have all the probabilities for different state preparations and\n", @@ -350,8 +362,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Num shots for each measurement: 952.5986892242037\n", - "Data shape: (1296, 1296)\n" + "Num shots for each measurement: 17146.776406035664\n", + "Data shape: (216, 216)\n" ] } ], @@ -401,7 +413,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -433,7 +445,15 @@ "id": "5fba9130", "metadata": {}, "source": [ - "# Finding the least squares estimate directly (Eq (6)) " + "# Finding the least squares estimate directly (Eq (6))\n", + "\n", + "The least squares (unbiased) estimate is given in Eq(6) of [1]. Since this is\n", + "the direct analytical estimate, there is no need for an optimization algorithm.\n", + "\n", + "The code below is a refactoring of [https://github.com/Hannoskaj/Hyperplane_Intersection_Projection](https://github.com/Hannoskaj/Hyperplane_Intersection_Projection)\n", + "from the original implementation. \n", + "\n", + "I tried to keep the original code as it is and did not refactor the implementation." ] }, { @@ -443,65 +463,61 @@ "metadata": {}, "outputs": [], "source": [ - "Mk = M_k(k)\n", + "# Mk = M_k(k)\n", "\n", - "def choi_ls_pauli(est, data, input_config_slice, output_config_slice, optimize='optimal'):\n", - " \"\"\"Least squares estimator for direct QPT with inputs and measurements\n", - " determined by Pauli matrices.\n", + "# def choi_ls_pauli(est, data, input_config_slice, output_config_slice, optimize='optimal'):\n", + "# \"\"\"Least squares estimator for direct QPT with inputs and measurements\n", + "# determined by Pauli matrices.\n", " \n", - " We consider all combinations of the Pauli operators\n", - " (+X, -X, +Y, -Y, +Z, -Z) that can act on each qubit. Since there are k qubits\n", - " the number of input and output configurations are 6**k. \n", - "\n", - " Args:\n", - " est (array): The current estimate of the Choi matrix.\n", - " data (array [float]): The array of data of shape (m, n) for m inputs and n measurements.\n", - " input_indices (array [int]): The indices specifying the Pauli operators that are used to prepare the input probes\n", - " output_indices (array [int]): The indices specifying the Pauli operators that are measured.\n", + "# We consider all combinations of the Pauli operators\n", + "# (+X, -X, +Y, -Y, +Z, -Z) that can act on each qubit. Since there are k qubits\n", + "# the number of input and output configurations are 6**k. \n", + "\n", + "# Args:\n", + "# est (array): The current estimate of the Choi matrix.\n", + "# data (array [float]): The array of data of shape (m, n) for m inputs and n measurements.\n", + "# input_indices (array [int]): The indices specifying the Pauli operators that are used to prepare the input probes\n", + "# output_indices (array [int]): The indices specifying the Pauli operators that are measured.\n", + "# \"\"\"\n", + "# # Strange order of indices\n", + "# est += np.einsum(\n", + "# \"nm, nde, mfg -> fegd\",\n", + "# data,\n", + "# Mk[input_config_slice],\n", + "# Mk[output_config_slice],\n", + "# optimize=optimize,\n", + "# )\n", + "# return est\n", + "\n", + "\n", + "def Choi_LS_from_Pauli_freq(k, freq, optimize='optimal'):\n", " \"\"\"\n", - " # Strange order of indices\n", - " est += np.einsum(\n", - " \"nm, nde, mfg -> fegd\",\n", - " data,\n", - " Mk[input_config_slice],\n", - " Mk[output_config_slice],\n", - " optimize=optimize,\n", - " )\n", - " return est" + " Direct version, when memory is not a problem. If it is, \n", + " Choi_LS_Pauli_from_channel_mem will have a lighter load.\n", + " \n", + " Yields the least-square estimator of the Choi matrix in a Pauli setting without\n", + " ancilla, when the result of the measurements have frequency freq.\n", + " Input: k is the number of qubits.\n", + " freq is the frequency of each result. Shape $(6^k, 6^k)$. Sums to the \n", + " number of measurement settings $18^k$.\n", + " Output: Matrix $(4^k, 4^k)$. Trace one. Not completely positive, \n", + " nor trace-preserving.\n", + " \n", + " \"\"\"\n", + " Pk = prod_pauli_vecs(k) \n", + " Mk = M_k(k) \n", + " Choi_est = np.einsum('nm, nde, mfg -> fegd', freq, Mk, Mk, optimize=optimize) # Ordre des indices étrange \n", + " return Choi_est.reshape(4**k, 4**k) / 18**k" ] }, { "cell_type": "code", "execution_count": 9, - "id": "3406c9cb", + "id": "eb7aad1f", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Trace of LS estimate: 104976.00000000032\n" - ] - } - ], + "outputs": [], "source": [ - "choi_ls_est = 0.\n", - "\n", - "for i in range(0, 6 ** k, 4 ** k):\n", - " input_config_slice = slice(i, i + 4 ** k)\n", - " # It might also be possible to select random subsets of the data\n", - " # input_config_slice = np.random.randint(0, 6**k, batch_size)\n", - " for o in range(0, 6 ** k, 4 ** k):\n", - " output_config_slice = slice(o, o + 4 ** k)\n", - " # It might also be possible to select random subsets of the measurements\n", - " # output_config_slice = np.random.randint(0, 6**k, batch_size)\n", - " choi_ls_est = choi_ls_pauli(choi_ls_est, data[input_config_slice, output_config_slice], input_config_slice, output_config_slice)\n", - "\n", - "\n", - "choi_ls_est = choi_ls_est.reshape(4 ** k, 4 ** k)\n", - "print(\"Trace of LS estimate: \", choi_ls_est.trace().real)\n", - "\n", - "choi_ls_est /= choi_ls_est.trace().real" + "choi_ls_est = Choi_LS_from_Pauli_freq(k, data)" ] }, { @@ -528,9 +544,9 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] }, "metadata": { @@ -541,7 +557,10 @@ ], "source": [ "choi_ls_est_qutip = Qobj(choi_ls_est, dims=choi_qutip.dims, superrep='choi')\n", - "plot_choi(choi_ls_est, title=\"Choi (LS)\\nFidelity {}\\nIs CP {}\".format(fidelity(choi_ls_est_qutip, choi_qutip), choi_ls_est_qutip.iscp))" + "\n", + "plot_choi(choi_ls_est_qutip.full(),\n", + " title=\"Choi (LS)\\nFidelity {}\\nIs CP {}: Trace {}\".format(fidelity(choi_ls_est_qutip, choi_qutip), choi_ls_est_qutip.iscp, choi_ls_est_qutip.tr()),\n", + " cbar=True)" ] }, { @@ -979,6 +998,7 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", @@ -989,13 +1009,8 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1005,48 +1020,47 @@ "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", + "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", + "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1054,12 +1068,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1068,9 +1076,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1078,9 +1083,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1089,17 +1091,14 @@ "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1108,10 +1107,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1119,30 +1114,28 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", - "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", + "Alternate projections mode\n", + "Alternate projections mode\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", + "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1150,12 +1143,6 @@ "Alternate projections mode\n", "Alternate projections mode\n", "HIP mode. Active hyperplanes: 2\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 3\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 4\n", - "HIP mode. Active hyperplanes: 5\n", - "HIP mode. Active hyperplanes: 5\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1165,40 +1152,54 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1207,18 +1208,24 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1226,25 +1233,34 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1262,13 +1278,17 @@ "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", + "HIP mode. Active hyperplanes: 2\n", "Alternate projections mode\n", "Alternate projections mode\n", "Alternate projections mode\n", @@ -1276,13 +1296,6 @@ "Alternate projections mode\n", "Alternate projections mode\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Alternate projections mode\n" - ] } ], "source": [ @@ -1310,12 +1323,14 @@ "name": "stderr", "output_type": "stream", "text": [ + "/Users/shahnawaz/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: RuntimeWarning: invalid value encountered in log10\n", + " \"\"\"Entry point for launching an IPython kernel.\n", "WARNING:matplotlib.legend:No handles with labels found to put in legend.\n" ] }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -1342,9 +1357,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": { @@ -1374,13 +1389,14 @@ } ], "source": [ - "choi_pred_qutip = Qobj(choi_pred, dims=choi_qutip.dims, superrep=\"choi\")\n", - "\n", - "plot_choi(choi_true, title=\"Choi (true)\")\n", + "plot_choi(choi_true, title=\"Choi (true)\", cbar=True)\n", "plt.show()\n", "\n", - "plot_choi(choi_pred, title=\"Choi (reconstructed)\\nFidelity {}\\nIs CP {} Trace : {}\".format(fidelity(choi_qutip.unit(), choi_pred_qutip), choi_pred_qutip.iscp, choi_pred_qutip.tr()))\n", - "plt.show()\n" + "choi_pls_cptp = Qobj(choi_pred, dims=choi_qutip.dims, superrep='choi')\n", + "\n", + "plot_choi(choi_pls_cptp.full(),\n", + " title=\"Choi (LS)\\nFidelity {}\\nIs CP {}: Trace {}\".format(fidelity(choi_pls_cptp, choi_qutip), choi_pls_cptp.iscp, choi_pls_cptp.tr()),\n", + " cbar=True)" ] } ],